R Packages

packages <- c("tidyverse", "kableExtra", "broom", "broomExtra", "gganimate")
xfun::pkg_attach(packages, message = F)

Functions

nice_tables <- function(table) {
  table %>%
    kable() %>% 
    kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive")) %>% scroll_box(width = "100%", height = "200px")
}

Regular Season

  • FGM - field goals made
  • FGA - field goals attempted
  • FGM3 - three pointers made
  • FGA3 - three pointers attempted
  • FTM - free throws made
  • FTA - free throws attempted
  • OR - offensive rebounds
  • DR - defensive rebounds
  • Ast - assists
  • TO - turnovers committed
  • Stl - steals
  • Blk - blocks
  • PF - personal fouls committed
df_regular_season <- read_csv("data/RegularSeasonDetailedResults.csv")
## Parsed with column specification:
## cols(
##   .default = col_double(),
##   WLoc = col_character()
## )
## See spec(...) for full column specifications.
df_regular_season <- df_regular_season %>%
  rowwise() %>%
  mutate(WFGM2 = WFGM-WFGM3,
         WFGA2 = WFGA-WFGA3,
         LFGM2 = LFGM-LFGM3,
         LFGA2 = LFGM-LFGA3,
         diff_score = WScore-LScore,
         team_id_pair = paste0(sort(c(WTeamID, LTeamID)), collapse = "_")) %>%
  select(-DayNum, -WTeamID, -WScore, -LTeamID, -LScore, -WLoc, -NumOT, -WFGM, -WFGA, -LFGM, -LFGA) %>%
  ungroup()

df_regular_season[2:28] <- apply(df_regular_season[2:28], 2, scale)

Summary

summary(df_regular_season) %>%
  nice_tables() %>%
  scroll_box(width = "100%")
 Season </th>
 WFGM3 </th>
 WFGA3 </th>
  WFTM </th>
  WFTA </th>
  WOR </th>
  WDR </th>
  WAst </th>
  WTO </th>
  WStl </th>
  WBlk </th>
  WPF </th>
 LFGM3 </th>
 LFGA3 </th>
  LFTM </th>
  LFTA </th>
  LOR </th>
  LDR </th>
  LAst </th>
  LTO </th>
  LStl </th>
  LBlk </th>
  LPF </th>
 WFGM2 </th>
 WFGA2 </th>
 LFGM2 </th>
 LFGA2 </th>
diff_score team_id_pair
Min. :2003 Min. :-2.30856 Min. :-3.00802 Min. :-2.58287 Min. :-2.80023 Min. :-2.649323 Min. :-4.2024 Min. :-3.1118 Min. :-2.978797 Min. :-2.2418 Min. :-1.5539 Min. :-3.5004 Min. :-2.172191 Min. :-3.10974 Min. :-2.27245 Min. :-2.52914 Min. :-2.6569 Min. :-3.8708 Min. :-3.0640 Min. :-3.24720 Min. :-2.175211 Min. :-1.40690 Min. :-3.49597 Min. :-3.616074 Min. :-3.91814 Min. :-3.3739 Min. :-5.70169 Min. :-1.1951 Length:82041
1st Qu.:2007 1st Qu.:-0.66693 1st Qu.:-0.75224 1st Qu.:-0.66490 1st Qu.:-0.71015 1st Qu.:-0.717250 1st Qu.:-0.7321 1st Qu.:-0.6190 1st Qu.:-0.748501 1st Qu.:-0.6479 1st Qu.:-0.7444 1st Qu.:-0.6010 1st Qu.:-0.723445 1st Qu.:-0.73557 1st Qu.:-0.78347 1st Qu.:-0.71205 1st Qu.:-0.7571 1st Qu.:-0.7802 1st Qu.:-0.6524 1st Qu.:-0.75952 1st Qu.:-0.731400 1st Qu.:-0.91683 1st Qu.:-0.62448 1st Qu.:-0.639179 1st Qu.:-0.62040 1st Qu.:-0.5893 1st Qu.:-0.62684 1st Qu.:-0.7599 Class :character
Median :2011 Median :-0.01028 Median :-0.05815 Median :-0.02558 Median :-0.09542 Median : 0.007277 Median :-0.1197 Median :-0.1658 Median :-0.005069 Median :-0.0103 Median :-0.3397 Median :-0.1177 Median : 0.000927 Median :-0.05724 Median :-0.03899 Median :-0.01317 Median :-0.0447 Median :-0.1179 Median :-0.1165 Median :-0.08106 Median :-0.009494 Median : 0.06329 Median : 0.03818 Median :-0.001273 Median :-0.09276 Median :-0.1252 Median :-0.02979 Median :-0.2159 Mode :character
Mean :2011 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.000000 Mean : 0.0000 Mean : 0.0000 Mean : 0.000000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.000000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.000000 Mean : 0.00000 Mean : 0.00000 Mean : 0.000000 Mean : 0.00000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 NA
3rd Qu.:2015 3rd Qu.: 0.64638 3rd Qu.: 0.63594 3rd Qu.: 0.61374 3rd Qu.: 0.64225 3rd Qu.: 0.731804 3rd Qu.: 0.6969 3rd Qu.: 0.5141 3rd Qu.: 0.738364 3rd Qu.: 0.6273 3rd Qu.: 0.4698 3rd Qu.: 0.6071 3rd Qu.: 0.725300 3rd Qu.: 0.62109 3rd Qu.: 0.70550 3rd Qu.: 0.68570 3rd Qu.: 0.6677 3rd Qu.: 0.5443 3rd Qu.: 0.6873 3rd Qu.: 0.59740 3rd Qu.: 0.712411 3rd Qu.: 0.55336 3rd Qu.: 0.70083 3rd Qu.: 0.636634 3rd Qu.: 0.69870 3rd Qu.: 0.5709 3rd Qu.: 0.71651 3rd Qu.: 0.4369 NA
Max. :2018 Max. : 6.22792 Max. : 6.53567 Max. : 5.08901 Max. : 5.43714 Max. : 6.528022 Max. : 5.5962 Max. : 5.7263 Max. : 4.951145 Max. : 6.0467 Max. : 6.9457 Max. : 5.6811 Max. : 5.795908 Max. : 6.55651 Max. : 5.54467 Max. : 5.99718 Max. : 5.8920 Max. : 6.0633 Max. : 5.2425 Max. : 6.02507 Max. : 5.765750 Max. : 7.41426 Max. : 5.56027 Max. : 6.165153 Max. : 5.71126 Max. : 5.4439 Max. : 4.44802 Max. : 6.8560 NA

Correlation Matrix

df_reg_season_nested <- df_regular_season %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  nest() %>%
  mutate(cor_mat = map(data, cor),
         cor_mat_long = map(cor_mat, reshape::melt)) %>%
  select(-data, -cor_mat) %>%
  unnest()

ggplot(df_reg_season_nested, aes(X1, X2, fill = value)) +
  geom_raster() +
  theme_minimal() +
  theme(axis.text.x = element_text(hjust = 1, angle = 45)) +
  labs(title = 'Year: {round(frame_time,0)}',
       x = "Metric",
       y = "Metric",
       fill = "Correlation") +
  scale_fill_distiller(palette = "RdBu", limits = c(-1, 1)) +
  transition_time(Season)

First-Level Analysis

df_level1_tidy <- df_regular_season %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  do(level1 = lm(diff_score ~ ., data = .)) %>%
  tidy(level1) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05")

df_level1_tidy %>% 
  nice_tables()
Season term estimate std.error statistic p.value p.value.fdr sig.fdr.05
2003 (Intercept) 0.0000000 0 -1.979706e+01 0.0000000 0.0000000 TRUE
2003 WFGM3 0.9941226 0 2.394939e+15 0.0000000 0.0000000 TRUE
2003 WFGA3 0.0000000 0 -6.192058e+00 0.0000000 0.0000000 TRUE
2003 WFTM 0.6807120 0 1.303040e+15 0.0000000 0.0000000 TRUE
2003 WFTA 0.0000000 0 -5.829533e+00 0.0000000 0.0000000 TRUE
2003 WOR 0.0000000 0 6.552423e+00 0.0000000 0.0000000 TRUE
2003 WDR 0.0000000 0 -4.752904e+00 0.0000021 0.0000030 TRUE
2003 WAst 0.0000000 0 8.436962e+00 0.0000000 0.0000000 TRUE
2003 WTO 0.0000000 0 6.799391e+00 0.0000000 0.0000000 TRUE
2003 WStl 0.0000000 0 1.104628e+01 0.0000000 0.0000000 TRUE
2003 WBlk 0.0000000 0 -2.450628e-01 0.8064188 0.8064188 FALSE
2003 WPF 0.0000000 0 -1.117877e+01 0.0000000 0.0000000 TRUE
2003 LFGM3 -0.9011833 0 -2.897565e+15 0.0000000 0.0000000 TRUE
2003 LFGA3 0.0000000 0 -2.212678e+00 0.0269689 0.0333900 TRUE
2003 LFTM -0.5845566 0 -1.443462e+15 0.0000000 0.0000000 TRUE
2003 LFTA 0.0000000 0 -8.301560e-01 0.4064938 0.4403682 FALSE
2003 LOR 0.0000000 0 -3.238996e+00 0.0012081 0.0015705 TRUE
2003 LDR 0.0000000 0 1.226669e+01 0.0000000 0.0000000 TRUE
2003 LAst 0.0000000 0 3.598701e+00 0.0003232 0.0004423 TRUE
2003 LTO 0.0000000 0 -1.040004e+01 0.0000000 0.0000000 TRUE
2003 LStl 0.0000000 0 -4.292546e-01 0.6677581 0.6944684 FALSE
2003 LBlk 0.0000000 0 1.064569e+00 0.2871271 0.3245785 FALSE
2003 LPF 0.0000000 0 1.562438e+00 0.1182538 0.1397545 FALSE
2003 WFGM2 1.0233362 0 1.891790e+15 0.0000000 0.0000000 TRUE
2003 WFGA2 0.0000000 0 -4.960654e+00 0.0000007 0.0000011 TRUE
2003 LFGM2 -0.9377324 0 -2.871215e+15 0.0000000 0.0000000 TRUE
2004 (Intercept) 0.0000000 0 5.030884e+01 0.0000000 0.0000000 TRUE
2004 WFGM3 0.9941226 0 1.788613e+15 0.0000000 0.0000000 TRUE
2004 WFGA3 0.0000000 0 1.334601e+00 0.1820739 0.2491537 FALSE
2004 WFTM 0.6807120 0 9.677985e+14 0.0000000 0.0000000 TRUE
2004 WFTA 0.0000000 0 1.190567e+00 0.2338856 0.2882012 FALSE
2004 WOR 0.0000000 0 -4.985074e-01 0.6181505 0.6696631 FALSE
2004 WDR 0.0000000 0 5.480440e+00 0.0000000 0.0000001 TRUE
2004 WAst 0.0000000 0 -3.354839e+00 0.0008006 0.0014869 TRUE
2004 WTO 0.0000000 0 -1.568997e+00 0.1167183 0.1685931 FALSE
2004 WStl 0.0000000 0 -3.915907e+00 0.0000914 0.0001828 TRUE
2004 WBlk 0.0000000 0 -4.140443e+00 0.0000353 0.0000834 TRUE
2004 WPF 0.0000000 0 -7.219606e+00 0.0000000 0.0000000 TRUE
2004 LFGM3 -0.9011833 0 -2.075212e+15 0.0000000 0.0000000 TRUE
2004 LFGA3 0.0000000 0 -4.017777e+00 0.0000597 0.0001293 TRUE
2004 LFTM -0.5845566 0 -1.070901e+15 0.0000000 0.0000000 TRUE
2004 LFTA 0.0000000 0 1.013915e+00 0.3106772 0.3512004 FALSE
2004 LOR 0.0000000 0 6.031957e+00 0.0000000 0.0000000 TRUE
2004 LDR 0.0000000 0 -2.850140e+00 0.0043897 0.0071332 TRUE
2004 LAst 0.0000000 0 3.221356e+00 0.0012848 0.0022271 TRUE
2004 LTO 0.0000000 0 1.165538e+00 0.2438626 0.2882012 FALSE
2004 LStl 0.0000000 0 4.235595e-01 0.6719071 0.6987834 FALSE
2004 LBlk 0.0000000 0 2.018036e+00 0.0436462 0.0667530 FALSE
2004 LPF 0.0000000 0 -1.402194e-01 0.8884929 0.8884929 FALSE
2004 WFGM2 1.0233362 0 1.395443e+15 0.0000000 0.0000000 TRUE
2004 WFGA2 0.0000000 0 1.166524e+00 0.2434639 0.2882012 FALSE
2004 LFGM2 -0.9377324 0 -2.046137e+15 0.0000000 0.0000000 TRUE
2005 (Intercept) 0.0000000 0 1.695642e+01 0.0000000 0.0000000 TRUE
2005 WFGM3 0.9941226 0 1.755597e+15 0.0000000 0.0000000 TRUE
2005 WFGA3 0.0000000 0 -1.121781e+00 0.2620134 0.4007264 FALSE
2005 WFTM 0.6807120 0 9.775806e+14 0.0000000 0.0000000 TRUE
2005 WFTA 0.0000000 0 -2.484923e-01 0.8037645 0.8968349 FALSE
2005 WOR 0.0000000 0 2.174751e-01 0.8278476 0.8968349 FALSE
2005 WDR 0.0000000 0 -8.437869e-01 0.3988319 0.5714839 FALSE
2005 WAst 0.0000000 0 7.296820e-02 0.9418346 0.9418346 FALSE
2005 WTO 0.0000000 0 3.093288e+00 0.0019913 0.0047066 TRUE
2005 WStl 0.0000000 0 -4.856229e+00 0.0000012 0.0000036 TRUE
2005 WBlk 0.0000000 0 -2.736494e-01 0.7843662 0.8968349 FALSE
2005 WPF 0.0000000 0 -9.417962e+00 0.0000000 0.0000000 TRUE
2005 LFGM3 -0.9011833 0 -2.120296e+15 0.0000000 0.0000000 TRUE
2005 LFGA3 0.0000000 0 -2.236501e+00 0.0253662 0.0549601 FALSE
2005 LFTM -0.5845566 0 -1.084859e+15 0.0000000 0.0000000 TRUE
2005 LFTA 0.0000000 0 8.106245e-01 0.4176229 0.5714839 FALSE
2005 LOR 0.0000000 0 -4.030400e-01 0.6869374 0.8504939 FALSE
2005 LDR 0.0000000 0 2.177892e+00 0.0294642 0.0589284 FALSE
2005 LAst 0.0000000 0 -1.327528e+00 0.1843992 0.3196253 FALSE
2005 LTO 0.0000000 0 -4.121156e+00 0.0000384 0.0000997 TRUE
2005 LStl 0.0000000 0 4.503136e-01 0.6525053 0.8482569 FALSE
2005 LBlk 0.0000000 0 -1.411260e+00 0.1582350 0.2938650 FALSE
2005 LPF 0.0000000 0 1.269122e+00 0.2044609 0.3322490 FALSE
2005 WFGM2 1.0233362 0 1.371287e+15 0.0000000 0.0000000 TRUE
2005 WFGA2 0.0000000 0 1.318410e-01 0.8951158 0.9309204 FALSE
2005 LFGM2 -0.9377324 0 -2.066016e+15 0.0000000 0.0000000 TRUE
2006 (Intercept) 0.0000000 0 3.733268e+01 0.0000000 0.0000000 TRUE
2006 WFGM3 0.9941226 0 2.142238e+15 0.0000000 0.0000000 TRUE
2006 WFGA3 0.0000000 0 1.313864e+00 0.1889556 0.3070528 FALSE
2006 WFTM 0.6807120 0 1.151479e+15 0.0000000 0.0000000 TRUE
2006 WFTA 0.0000000 0 -9.400156e-01 0.3472575 0.4514348 FALSE
2006 WOR 0.0000000 0 -1.177234e+00 0.2391613 0.3657760 FALSE
2006 WDR 0.0000000 0 -4.303573e+00 0.0000171 0.0000405 TRUE
2006 WAst 0.0000000 0 3.093422e+00 0.0019902 0.0039803 TRUE
2006 WTO 0.0000000 0 4.613255e+00 0.0000041 0.0000118 TRUE
2006 WStl 0.0000000 0 1.832788e+00 0.0668970 0.1242372 FALSE
2006 WBlk 0.0000000 0 -1.011563e+00 0.3117987 0.4503759 FALSE
2006 WPF 0.0000000 0 -1.635069e+00 0.1021012 0.1769754 FALSE
2006 LFGM3 -0.9011833 0 -2.573329e+15 0.0000000 0.0000000 TRUE
2006 LFGA3 0.0000000 0 -5.700349e-01 0.5686811 0.6720776 FALSE
2006 LFTM -0.5845566 0 -1.309339e+15 0.0000000 0.0000000 TRUE
2006 LFTA 0.0000000 0 3.692890e-02 0.9705432 0.9705432 FALSE
2006 LOR 0.0000000 0 -7.190550e-02 0.9426802 0.9705432 FALSE
2006 LDR 0.0000000 0 4.408534e+00 0.0000106 0.0000277 TRUE
2006 LAst 0.0000000 0 -3.489234e+00 0.0004888 0.0010591 TRUE
2006 LTO 0.0000000 0 -5.439354e+00 0.0000001 0.0000002 TRUE
2006 LStl 0.0000000 0 4.149756e-01 0.6781786 0.7666367 FALSE
2006 LBlk 0.0000000 0 1.807683e-01 0.8565572 0.9279370 FALSE
2006 LPF 0.0000000 0 -7.305058e-01 0.4651173 0.5758595 FALSE
2006 WFGM2 1.0233362 0 1.691823e+15 0.0000000 0.0000000 TRUE
2006 WFGA2 0.0000000 0 9.491706e-01 0.3425824 0.4514348 FALSE
2006 LFGM2 -0.9377324 0 -2.469503e+15 0.0000000 0.0000000 TRUE
2007 (Intercept) 0.0000000 0 9.698455e+00 0.0000000 0.0000000 TRUE
2007 WFGM3 0.9941226 0 4.839672e+14 0.0000000 0.0000000 TRUE
2007 WFGA3 0.0000000 0 2.341740e+00 0.0192330 0.0500057 FALSE
2007 WFTM 0.6807120 0 2.619762e+14 0.0000000 0.0000000 TRUE
2007 WFTA 0.0000000 0 2.249037e+00 0.0245533 0.0580351 FALSE
2007 WOR 0.0000000 0 -1.868488e+00 0.0617523 0.1143581 FALSE
2007 WDR 0.0000000 0 -3.831649e+00 0.0001288 0.0004187 TRUE
2007 WAst 0.0000000 0 -2.128609e+00 0.0333352 0.0722263 FALSE
2007 WTO 0.0000000 0 2.091190e+00 0.0365612 0.0731224 FALSE
2007 WStl 0.0000000 0 -7.084174e-01 0.4787190 0.6223347 FALSE
2007 WBlk 0.0000000 0 6.568743e-01 0.5112919 0.6330280 FALSE
2007 WPF 0.0000000 0 -1.101923e+00 0.2705479 0.4396403 FALSE
2007 LFGM3 -0.9011833 0 -5.933932e+14 0.0000000 0.0000000 TRUE
2007 LFGA3 0.0000000 0 9.939642e-01 0.3202882 0.4686172 FALSE
2007 LFTM -0.5845566 0 -2.947506e+14 0.0000000 0.0000000 TRUE
2007 LFTA 0.0000000 0 2.225042e-01 0.8239305 0.8925914 FALSE
2007 LOR 0.0000000 0 -3.672503e-01 0.7134478 0.8431656 FALSE
2007 LDR 0.0000000 0 2.271285e-01 0.8203331 0.8925914 FALSE
2007 LAst 0.0000000 0 5.807710e-02 0.9536895 0.9536895 FALSE
2007 LTO 0.0000000 0 -2.692629e+00 0.0071127 0.0205477 TRUE
2007 LStl 0.0000000 0 9.556503e-01 0.3392950 0.4686172 FALSE
2007 LBlk 0.0000000 0 1.546080e-01 0.8771365 0.9122220 FALSE
2007 LPF 0.0000000 0 -9.494234e-01 0.3424511 0.4686172 FALSE
2007 WFGM2 1.0233362 0 3.765239e+14 0.0000000 0.0000000 TRUE
2007 WFGA2 0.0000000 0 1.838989e+00 0.0659758 0.1143581 FALSE
2007 LFGM2 -0.9377324 0 -5.608159e+14 0.0000000 0.0000000 TRUE
2008 (Intercept) 0.0000000 0 4.851875e+01 0.0000000 0.0000000 TRUE
2008 WFGM3 0.9941226 0 1.813747e+15 0.0000000 0.0000000 TRUE
2008 WFGA3 0.0000000 0 -2.480487e+00 0.0131521 0.0263042 TRUE
2008 WFTM 0.6807120 0 9.794495e+14 0.0000000 0.0000000 TRUE
2008 WFTA 0.0000000 0 -2.057829e+00 0.0396569 0.0662339 FALSE
2008 WOR 0.0000000 0 4.446727e+00 0.0000089 0.0000231 TRUE
2008 WDR 0.0000000 0 -4.860018e-01 0.6269866 0.7409842 FALSE
2008 WAst 0.0000000 0 -1.436202e+00 0.1510058 0.2181195 FALSE
2008 WTO 0.0000000 0 5.488853e-01 0.5831080 0.7219433 FALSE
2008 WStl 0.0000000 0 2.045165e+00 0.0408894 0.0662339 FALSE
2008 WBlk 0.0000000 0 1.224543e+00 0.2208036 0.3021522 FALSE
2008 WPF 0.0000000 0 1.013620e+01 0.0000000 0.0000000 TRUE
2008 LFGM3 -0.9011833 0 -2.147312e+15 0.0000000 0.0000000 TRUE
2008 LFGA3 0.0000000 0 2.071660e+00 0.0383469 0.0662339 FALSE
2008 LFTM -0.5845566 0 -1.083079e+15 0.0000000 0.0000000 TRUE
2008 LFTA 0.0000000 0 -3.535272e-01 0.7237077 0.8181044 FALSE
2008 LOR 0.0000000 0 1.782011e-01 0.8585721 0.8585721 FALSE
2008 LDR 0.0000000 0 2.787909e+00 0.0053245 0.0115363 TRUE
2008 LAst 0.0000000 0 -7.990853e+00 0.0000000 0.0000000 TRUE
2008 LTO 0.0000000 0 -3.517957e+00 0.0004386 0.0010368 TRUE
2008 LStl 0.0000000 0 2.888892e-01 0.7726778 0.8370676 FALSE
2008 LBlk 0.0000000 0 1.080034e+00 0.2801779 0.3642313 FALSE
2008 LPF 0.0000000 0 -1.998253e-01 0.8416252 0.8585721 FALSE
2008 WFGM2 1.0233362 0 1.391606e+15 0.0000000 0.0000000 TRUE
2008 WFGA2 0.0000000 0 -2.021239e+00 0.0433068 0.0662339 FALSE
2008 LFGM2 -0.9377324 0 -2.071837e+15 0.0000000 0.0000000 TRUE
2009 (Intercept) 0.0000000 0 -3.231582e+00 0.0012387 0.0046009 TRUE
2009 WFGM3 0.9941226 0 1.282936e+15 0.0000000 0.0000000 TRUE
2009 WFGA3 0.0000000 0 -1.056682e+00 0.2907054 0.3978074 FALSE
2009 WFTM 0.6807120 0 7.002202e+14 0.0000000 0.0000000 TRUE
2009 WFTA 0.0000000 0 1.771238e+00 0.0765794 0.1531588 FALSE
2009 WOR 0.0000000 0 1.320919e+00 0.1865862 0.2737492 FALSE
2009 WDR 0.0000000 0 -1.534145e+00 0.1250546 0.2129672 FALSE
2009 WAst 0.0000000 0 2.450452e+00 0.0143003 0.0464759 TRUE
2009 WTO 0.0000000 0 -7.771141e-01 0.4371266 0.5076399 FALSE
2009 WStl 0.0000000 0 2.402513e+00 0.0163175 0.0471396 TRUE
2009 WBlk 0.0000000 0 6.365962e-01 0.5244158 0.5681171 FALSE
2009 WPF 0.0000000 0 2.062929e+00 0.0391687 0.0925806 FALSE
2009 LFGM3 -0.9011833 0 -1.511204e+15 0.0000000 0.0000000 TRUE
2009 LFGA3 0.0000000 0 -8.343835e-01 0.4041031 0.5003181 FALSE
2009 LFTM -0.5845566 0 -7.739090e+14 0.0000000 0.0000000 TRUE
2009 LFTA 0.0000000 0 -7.570299e-01 0.4490661 0.5076399 FALSE
2009 LOR 0.0000000 0 1.556803e+00 0.1195778 0.2129672 FALSE
2009 LDR 0.0000000 0 2.579162e-01 0.7964817 0.7964817 FALSE
2009 LAst 0.0000000 0 -2.327700e+00 0.0199660 0.0519117 FALSE
2009 LTO 0.0000000 0 -8.422371e-01 0.3996938 0.5003181 FALSE
2009 LStl 0.0000000 0 1.312175e+00 0.1895187 0.2737492 FALSE
2009 LBlk 0.0000000 0 1.510185e+00 0.1310567 0.2129672 FALSE
2009 LPF 0.0000000 0 -1.864475e+00 0.0623111 0.1350075 FALSE
2009 WFGM2 1.0233362 0 1.001923e+15 0.0000000 0.0000000 TRUE
2009 WFGA2 0.0000000 0 3.574054e-01 0.7208028 0.7496349 FALSE
2009 LFGM2 -0.9377324 0 -1.469174e+15 0.0000000 0.0000000 TRUE
2010 (Intercept) 0.0000000 0 4.248253e+01 0.0000000 0.0000000 TRUE
2010 WFGM3 0.9941226 0 2.875904e+15 0.0000000 0.0000000 TRUE
2010 WFGA3 0.0000000 0 -8.344685e-01 0.4040551 0.4561122 FALSE
2010 WFTM 0.6807120 0 1.586762e+15 0.0000000 0.0000000 TRUE
2010 WFTA 0.0000000 0 -1.943908e+00 0.0519600 0.0675480 FALSE
2010 WOR 0.0000000 0 5.924526e-01 0.5535731 0.5757160 FALSE
2010 WDR 0.0000000 0 4.840465e+00 0.0000013 0.0000025 TRUE
2010 WAst 0.0000000 0 -8.860501e+00 0.0000000 0.0000000 TRUE
2010 WTO 0.0000000 0 -1.026293e+01 0.0000000 0.0000000 TRUE
2010 WStl 0.0000000 0 -6.689627e+00 0.0000000 0.0000000 TRUE
2010 WBlk 0.0000000 0 3.796645e+00 0.0001483 0.0002269 TRUE
2010 WPF 0.0000000 0 8.047046e-01 0.4210267 0.4561122 FALSE
2010 LFGM3 -0.9011833 0 -3.508596e+15 0.0000000 0.0000000 TRUE
2010 LFGA3 0.0000000 0 5.099295e+00 0.0000004 0.0000007 TRUE
2010 LFTM -0.5845566 0 -1.809618e+15 0.0000000 0.0000000 TRUE
2010 LFTA 0.0000000 0 1.730763e+00 0.0835528 0.1034464 FALSE
2010 LOR 0.0000000 0 -4.055428e+00 0.0000508 0.0000864 TRUE
2010 LDR 0.0000000 0 -2.173047e+00 0.0298214 0.0408083 TRUE
2010 LAst 0.0000000 0 -8.797754e+00 0.0000000 0.0000000 TRUE
2010 LTO 0.0000000 0 1.117715e+01 0.0000000 0.0000000 TRUE
2010 LStl 0.0000000 0 -2.927514e-01 0.7697238 0.7697238 FALSE
2010 LBlk 0.0000000 0 2.302979e+00 0.0213190 0.0307942 TRUE
2010 LPF 0.0000000 0 8.180353e-01 0.4133743 0.4561122 FALSE
2010 WFGM2 1.0233362 0 2.232653e+15 0.0000000 0.0000000 TRUE
2010 WFGA2 0.0000000 0 -4.044641e+00 0.0000532 0.0000864 TRUE
2010 LFGM2 -0.9377324 0 -3.375926e+15 0.0000000 0.0000000 TRUE
2011 (Intercept) 0.0000000 0 -6.858006e+00 0.0000000 0.0000000 TRUE
2011 WFGM3 0.9941226 0 2.277280e+15 0.0000000 0.0000000 TRUE
2011 WFGA3 0.0000000 0 -7.525647e+00 0.0000000 0.0000000 TRUE
2011 WFTM 0.6807120 0 1.268294e+15 0.0000000 0.0000000 TRUE
2011 WFTA 0.0000000 0 -7.289796e+00 0.0000000 0.0000000 TRUE
2011 WOR 0.0000000 0 8.246335e+00 0.0000000 0.0000000 TRUE
2011 WDR 0.0000000 0 1.070493e+01 0.0000000 0.0000000 TRUE
2011 WAst 0.0000000 0 7.159843e+00 0.0000000 0.0000000 TRUE
2011 WTO 0.0000000 0 -9.188857e+00 0.0000000 0.0000000 TRUE
2011 WStl 0.0000000 0 -1.893747e+00 0.0583139 0.0718086 FALSE
2011 WBlk 0.0000000 0 4.656899e+00 0.0000033 0.0000045 TRUE
2011 WPF 0.0000000 0 -1.650368e+00 0.0989279 0.1118315 FALSE
2011 LFGM3 -0.9011833 0 -2.699167e+15 0.0000000 0.0000000 TRUE
2011 LFGA3 0.0000000 0 2.637839e+00 0.0083684 0.0108789 TRUE
2011 LFTM -0.5845566 0 -1.405405e+15 0.0000000 0.0000000 TRUE
2011 LFTA 0.0000000 0 2.878667e-01 0.7734602 0.8043987 FALSE
2011 LOR 0.0000000 0 -6.069353e+00 0.0000000 0.0000000 TRUE
2011 LDR 0.0000000 0 1.294925e+00 0.1954034 0.2116870 FALSE
2011 LAst 0.0000000 0 -5.647218e+00 0.0000000 0.0000000 TRUE
2011 LTO 0.0000000 0 1.620944e+01 0.0000000 0.0000000 TRUE
2011 LStl 0.0000000 0 1.875635e+00 0.0607611 0.0718086 FALSE
2011 LBlk 0.0000000 0 -5.163452e+00 0.0000003 0.0000004 TRUE
2011 LPF 0.0000000 0 -1.047011e-01 0.9166170 0.9166170 FALSE
2011 WFGM2 1.0233362 0 1.791850e+15 0.0000000 0.0000000 TRUE
2011 WFGA2 0.0000000 0 -5.676150e+00 0.0000000 0.0000000 TRUE
2011 LFGM2 -0.9377324 0 -2.599573e+15 0.0000000 0.0000000 TRUE
2012 (Intercept) 0.0000000 0 -5.551594e+01 0.0000000 0.0000000 TRUE
2012 WFGM3 0.9941226 0 1.665713e+15 0.0000000 0.0000000 TRUE
2012 WFGA3 0.0000000 0 6.976982e-01 0.4853970 0.5487096 FALSE
2012 WFTM 0.6807120 0 9.219511e+14 0.0000000 0.0000000 TRUE
2012 WFTA 0.0000000 0 -1.183354e+00 0.2367226 0.3620463 FALSE
2012 WOR 0.0000000 0 -1.229387e+00 0.2189820 0.3558457 FALSE
2012 WDR 0.0000000 0 2.478178e+00 0.0132369 0.0312871 TRUE
2012 WAst 0.0000000 0 1.085964e+00 0.2775448 0.3855978 FALSE
2012 WTO 0.0000000 0 -2.294605e+00 0.0217952 0.0472230 TRUE
2012 WStl 0.0000000 0 8.796671e-01 0.3790801 0.4693373 FALSE
2012 WBlk 0.0000000 0 1.335552e+00 0.1817538 0.3150400 FALSE
2012 WPF 0.0000000 0 4.069705e+00 0.0000478 0.0001380 TRUE
2012 LFGM3 -0.9011833 0 -1.990286e+15 0.0000000 0.0000000 TRUE
2012 LFGA3 0.0000000 0 -3.136669e-01 0.7537866 0.7839380 FALSE
2012 LFTM -0.5845566 0 -1.009848e+15 0.0000000 0.0000000 TRUE
2012 LFTA 0.0000000 0 -7.116241e-01 0.4767293 0.5487096 FALSE
2012 LOR 0.0000000 0 1.719162e+00 0.0856441 0.1590534 FALSE
2012 LDR 0.0000000 0 -1.927500e+00 0.0539714 0.1079429 FALSE
2012 LAst 0.0000000 0 -5.627477e+00 0.0000000 0.0000001 TRUE
2012 LTO 0.0000000 0 3.793791e+00 0.0001500 0.0003901 TRUE
2012 LStl 0.0000000 0 9.607735e-01 0.3367105 0.4377237 FALSE
2012 LBlk 0.0000000 0 1.076434e+00 0.2817830 0.3855978 FALSE
2012 LPF 0.0000000 0 6.217648e-01 0.5341236 0.5786339 FALSE
2012 WFGM2 1.0233362 0 1.320759e+15 0.0000000 0.0000000 TRUE
2012 WFGA2 0.0000000 0 -2.340338e-01 0.8149679 0.8149679 FALSE
2012 LFGM2 -0.9377324 0 -1.889272e+15 0.0000000 0.0000000 TRUE
2013 (Intercept) 0.0000000 0 2.176224e+01 0.0000000 0.0000000 TRUE
2013 WFGM3 0.9941226 0 6.894717e+14 0.0000000 0.0000000 TRUE
2013 WFGA3 0.0000000 0 4.897521e-01 0.6243296 0.7729795 FALSE
2013 WFTM 0.6807120 0 3.820879e+14 0.0000000 0.0000000 TRUE
2013 WFTA 0.0000000 0 -7.496223e-01 0.4535155 0.6175985 FALSE
2013 WOR 0.0000000 0 -5.537120e-02 0.9558448 0.9558448 FALSE
2013 WDR 0.0000000 0 2.025000e+00 0.0429175 0.1239838 FALSE
2013 WAst 0.0000000 0 1.034885e+00 0.3007697 0.4600007 FALSE
2013 WTO 0.0000000 0 -1.544962e+00 0.1224153 0.2448306 FALSE
2013 WStl 0.0000000 0 -1.845388e+00 0.0650370 0.1690961 FALSE
2013 WBlk 0.0000000 0 -1.435756e+00 0.1511308 0.2619600 FALSE
2013 WPF 0.0000000 0 1.041321e+00 0.2977743 0.4600007 FALSE
2013 LFGM3 -0.9011833 0 -8.148508e+14 0.0000000 0.0000000 TRUE
2013 LFGA3 0.0000000 0 1.643664e+00 0.1003051 0.2173277 FALSE
2013 LFTM -0.5845566 0 -4.180271e+14 0.0000000 0.0000000 TRUE
2013 LFTA 0.0000000 0 -3.425487e-01 0.7319516 0.8108503 FALSE
2013 LOR 0.0000000 0 2.530624e+00 0.0114147 0.0370979 TRUE
2013 LDR 0.0000000 0 -1.444254e+00 0.1487266 0.2619600 FALSE
2013 LAst 0.0000000 0 2.196360e-01 0.8261631 0.8592097 FALSE
2013 LTO 0.0000000 0 1.723945e+00 0.0847762 0.2003801 FALSE
2013 LStl 0.0000000 0 -7.142958e-01 0.4750758 0.6175985 FALSE
2013 LBlk 0.0000000 0 8.528261e-01 0.3937943 0.5688140 FALSE
2013 LPF 0.0000000 0 3.206647e-01 0.7484772 0.8108503 FALSE
2013 WFGM2 1.0233362 0 5.382571e+14 0.0000000 0.0000000 TRUE
2013 WFGA2 0.0000000 0 4.353513e-01 0.6633252 0.7839298 FALSE
2013 LFGM2 -0.9377324 0 -7.822980e+14 0.0000000 0.0000000 TRUE
2014 (Intercept) 0.0000000 0 1.631254e+01 0.0000000 0.0000000 TRUE
2014 WFGM3 0.9941226 0 9.348633e+14 0.0000000 0.0000000 TRUE
2014 WFGA3 0.0000000 0 1.674568e+00 0.0940776 0.1287377 FALSE
2014 WFTM 0.6807120 0 5.085121e+14 0.0000000 0.0000000 TRUE
2014 WFTA 0.0000000 0 2.183839e+00 0.0290175 0.0472446 TRUE
2014 WOR 0.0000000 0 -1.526704e+00 0.1268939 0.1649620 FALSE
2014 WDR 0.0000000 0 4.112716e+00 0.0000397 0.0001032 TRUE
2014 WAst 0.0000000 0 -5.656724e-01 0.5716403 0.6462020 FALSE
2014 WTO 0.0000000 0 -2.195099e+00 0.0281994 0.0472446 TRUE
2014 WStl 0.0000000 0 2.170274e+00 0.0300300 0.0472446 TRUE
2014 WBlk 0.0000000 0 -2.010637e+00 0.0444140 0.0641536 FALSE
2014 WPF 0.0000000 0 -2.851963e+00 0.0043617 0.0094504 TRUE
2014 LFGM3 -0.9011833 0 -1.082101e+15 0.0000000 0.0000000 TRUE
2014 LFGA3 0.0000000 0 -2.886868e+00 0.0039066 0.0092338 TRUE
2014 LFTM -0.5845566 0 -5.797202e+14 0.0000000 0.0000000 TRUE
2014 LFTA 0.0000000 0 -6.894909e-01 0.4905443 0.5797342 FALSE
2014 LOR 0.0000000 0 4.428319e+00 0.0000097 0.0000280 TRUE
2014 LDR 0.0000000 0 -4.565153e+00 0.0000051 0.0000166 TRUE
2014 LAst 0.0000000 0 4.976615e-01 0.6187432 0.6703051 FALSE
2014 LTO 0.0000000 0 2.159050e+00 0.0308907 0.0472446 TRUE
2014 LStl 0.0000000 0 -2.228901e-01 0.8236296 0.8236296 FALSE
2014 LBlk 0.0000000 0 -4.262774e-01 0.6699229 0.6967199 FALSE
2014 LPF 0.0000000 0 1.074764e+00 0.2825289 0.3497977 FALSE
2014 WFGM2 1.0233362 0 7.260653e+14 0.0000000 0.0000000 TRUE
2014 WFGA2 0.0000000 0 2.274190e+00 0.0229941 0.0459882 TRUE
2014 LFGM2 -0.9377324 0 -1.061900e+15 0.0000000 0.0000000 TRUE
2015 (Intercept) 0.0000000 0 5.183245e+00 0.0000002 0.0000007 TRUE
2015 WFGM3 0.9941226 0 9.493936e+14 0.0000000 0.0000000 TRUE
2015 WFGA3 0.0000000 0 3.794561e+00 0.0001495 0.0003943 TRUE
2015 WFTM 0.6807120 0 5.080871e+14 0.0000000 0.0000000 TRUE
2015 WFTA 0.0000000 0 1.073437e+00 0.2831235 0.3346005 FALSE
2015 WOR 0.0000000 0 -2.499296e+00 0.0124739 0.0249478 TRUE
2015 WDR 0.0000000 0 -3.791067e+00 0.0001517 0.0003943 TRUE
2015 WAst 0.0000000 0 -7.357435e+00 0.0000000 0.0000000 TRUE
2015 WTO 0.0000000 0 1.216692e+00 0.2237754 0.3232311 FALSE
2015 WStl 0.0000000 0 -3.207360e+00 0.0013475 0.0029196 TRUE
2015 WBlk 0.0000000 0 1.161415e+00 0.2455252 0.3288101 FALSE
2015 WPF 0.0000000 0 -1.922281e+00 0.0546236 0.0887634 FALSE
2015 LFGM3 -0.9011833 0 -1.143955e+15 0.0000000 0.0000000 TRUE
2015 LFGA3 0.0000000 0 1.105770e+00 0.2688758 0.3328939 FALSE
2015 LFTM -0.5845566 0 -5.748290e+14 0.0000000 0.0000000 TRUE
2015 LFTA 0.0000000 0 -3.208292e-01 0.7483524 0.7782865 FALSE
2015 LOR 0.0000000 0 1.003533e+00 0.3156495 0.3568212 FALSE
2015 LDR 0.0000000 0 -2.417042e+00 0.0156806 0.0291211 TRUE
2015 LAst 0.0000000 0 3.621676e+00 0.0002954 0.0006983 TRUE
2015 LTO 0.0000000 0 3.237042e-01 0.7461747 0.7782865 FALSE
2015 LStl 0.0000000 0 -1.143383e+00 0.2529308 0.3288101 FALSE
2015 LBlk 0.0000000 0 -1.953205e-01 0.8451495 0.8451495 FALSE
2015 LPF 0.0000000 0 1.473786e+00 0.1405983 0.2150328 FALSE
2015 WFGM2 1.0233362 0 7.347658e+14 0.0000000 0.0000000 TRUE
2015 WFGA2 0.0000000 0 2.369302e+00 0.0178571 0.0309524 TRUE
2015 LFGM2 -0.9377324 0 -1.088481e+15 0.0000000 0.0000000 TRUE
2016 (Intercept) 0.0000000 0 1.817297e+01 0.0000000 0.0000000 TRUE
2016 WFGM3 0.9941226 0 3.797943e+15 0.0000000 0.0000000 TRUE
2016 WFGA3 0.0000000 0 -9.252659e+00 0.0000000 0.0000000 TRUE
2016 WFTM 0.6807120 0 2.042154e+15 0.0000000 0.0000000 TRUE
2016 WFTA 0.0000000 0 -8.020571e+00 0.0000000 0.0000000 TRUE
2016 WOR 0.0000000 0 5.896407e+00 0.0000000 0.0000000 TRUE
2016 WDR 0.0000000 0 1.419271e+01 0.0000000 0.0000000 TRUE
2016 WAst 0.0000000 0 -9.656550e+00 0.0000000 0.0000000 TRUE
2016 WTO 0.0000000 0 -1.525825e+01 0.0000000 0.0000000 TRUE
2016 WStl 0.0000000 0 -3.267358e+00 0.0010924 0.0014949 TRUE
2016 WBlk 0.0000000 0 4.094373e+00 0.0000430 0.0000657 TRUE
2016 WPF 0.0000000 0 3.232404e+00 0.0012350 0.0016055 TRUE
2016 LFGM3 -0.9011833 0 -4.634297e+15 0.0000000 0.0000000 TRUE
2016 LFGA3 0.0000000 0 3.401134e-01 0.7337845 0.7631359 FALSE
2016 LFTM -0.5845566 0 -2.297255e+15 0.0000000 0.0000000 TRUE
2016 LFTA 0.0000000 0 -1.205698e+00 0.2279872 0.2822698 FALSE
2016 LOR 0.0000000 0 -3.627050e-01 0.7168396 0.7631359 FALSE
2016 LDR 0.0000000 0 3.364507e+00 0.0007722 0.0011154 TRUE
2016 LAst 0.0000000 0 -4.648044e+00 0.0000034 0.0000056 TRUE
2016 LTO 0.0000000 0 1.562757e+01 0.0000000 0.0000000 TRUE
2016 LStl 0.0000000 0 3.186490e-02 0.9745810 0.9745810 FALSE
2016 LBlk 0.0000000 0 4.671227e-01 0.6404311 0.7239656 FALSE
2016 LPF 0.0000000 0 -1.117511e+00 0.2638263 0.3117947 FALSE
2016 WFGM2 1.0233362 0 2.997955e+15 0.0000000 0.0000000 TRUE
2016 WFGA2 0.0000000 0 -6.183908e+00 0.0000000 0.0000000 TRUE
2016 LFGM2 -0.9377324 0 -4.382558e+15 0.0000000 0.0000000 TRUE
2017 (Intercept) 0.0000000 0 2.039967e+01 0.0000000 0.0000000 TRUE
2017 WFGM3 0.9941226 0 9.188162e+14 0.0000000 0.0000000 TRUE
2017 WFGA3 0.0000000 0 -1.698970e+00 0.0893828 0.1367032 FALSE
2017 WFTM 0.6807120 0 4.758040e+14 0.0000000 0.0000000 TRUE
2017 WFTA 0.0000000 0 -2.643519e+00 0.0082288 0.0164575 TRUE
2017 WOR 0.0000000 0 2.223997e+00 0.0261901 0.0453962 TRUE
2017 WDR 0.0000000 0 2.596286e+00 0.0094494 0.0175490 TRUE
2017 WAst 0.0000000 0 1.925476e+00 0.0542226 0.0881118 FALSE
2017 WTO 0.0000000 0 -3.272260e+00 0.0010737 0.0027915 TRUE
2017 WStl 0.0000000 0 -2.811214e+00 0.0049534 0.0107324 TRUE
2017 WBlk 0.0000000 0 1.295258e+00 0.1952869 0.2417837 FALSE
2017 WPF 0.0000000 0 5.763081e+00 0.0000000 0.0000000 TRUE
2017 LFGM3 -0.9011833 0 -1.071157e+15 0.0000000 0.0000000 TRUE
2017 LFGA3 0.0000000 0 -3.642290e-02 0.9709465 0.9709465 FALSE
2017 LFTM -0.5845566 0 -5.286929e+14 0.0000000 0.0000000 TRUE
2017 LFTA 0.0000000 0 -1.572767e+00 0.1158317 0.1585065 FALSE
2017 LOR 0.0000000 0 -1.000715e+00 0.3170095 0.3746476 FALSE
2017 LDR 0.0000000 0 -3.807984e-01 0.7033679 0.7315026 FALSE
2017 LAst 0.0000000 0 -3.668636e+00 0.0002462 0.0007113 TRUE
2017 LTO 0.0000000 0 3.154739e+00 0.0016153 0.0038180 TRUE
2017 LStl 0.0000000 0 5.034109e-01 0.6146960 0.6659207 FALSE
2017 LBlk 0.0000000 0 1.459133e+00 0.1445871 0.1879632 FALSE
2017 LPF 0.0000000 0 6.626695e-01 0.5075707 0.5737755 FALSE
2017 WFGM2 1.0233362 0 7.021898e+14 0.0000000 0.0000000 TRUE
2017 WFGA2 0.0000000 0 -1.628984e+00 0.1033751 0.1493196 FALSE
2017 LFGM2 -0.9377324 0 -1.012506e+15 0.0000000 0.0000000 TRUE
2018 (Intercept) 0.0000000 0 -4.447895e+01 0.0000000 0.0000000 TRUE
2018 WFGM3 0.9941226 0 2.092325e+15 0.0000000 0.0000000 TRUE
2018 WFGA3 0.0000000 0 3.477623e-01 0.7280323 0.7571536 FALSE
2018 WFTM 0.6807120 0 1.046807e+15 0.0000000 0.0000000 TRUE
2018 WFTA 0.0000000 0 1.122198e+00 0.2618285 0.3582916 FALSE
2018 WOR 0.0000000 0 -1.397048e+00 0.1624568 0.2346598 FALSE
2018 WDR 0.0000000 0 -5.239226e+00 0.0000002 0.0000004 TRUE
2018 WAst 0.0000000 0 2.342020e+01 0.0000000 0.0000000 TRUE
2018 WTO 0.0000000 0 5.321392e+00 0.0000001 0.0000003 TRUE
2018 WStl 0.0000000 0 3.199487e+00 0.0013847 0.0025716 TRUE
2018 WBlk 0.0000000 0 -2.329288e+00 0.0198807 0.0323061 TRUE
2018 WPF 0.0000000 0 5.146851e+00 0.0000003 0.0000005 TRUE
2018 LFGM3 -0.9011833 0 -2.472390e+15 0.0000000 0.0000000 TRUE
2018 LFGA3 0.0000000 0 -1.542906e+00 0.1229124 0.1879836 FALSE
2018 LFTM -0.5845566 0 -1.186563e+15 0.0000000 0.0000000 TRUE
2018 LFTA 0.0000000 0 2.948125e-01 0.7681485 0.7681485 FALSE
2018 LOR 0.0000000 0 -5.612834e-01 0.5746278 0.6254189 FALSE
2018 LDR 0.0000000 0 9.922471e-01 0.3211216 0.3975791 FALSE
2018 LAst 0.0000000 0 -9.907716e+00 0.0000000 0.0000000 TRUE
2018 LTO 0.0000000 0 -6.792895e+00 0.0000000 0.0000000 TRUE
2018 LStl 0.0000000 0 -1.068420e+00 0.2853791 0.3709929 FALSE
2018 LBlk 0.0000000 0 -5.927949e-01 0.5533434 0.6254189 FALSE
2018 LPF 0.0000000 0 -5.573526e-01 0.5773097 0.6254189 FALSE
2018 WFGM2 1.0233362 0 1.586372e+15 0.0000000 0.0000000 TRUE
2018 WFGA2 0.0000000 0 2.516776e+00 0.0118723 0.0205786 TRUE
2018 LFGM2 -0.9377324 0 -2.286811e+15 0.0000000 0.0000000 TRUE

Significant Only

df_level1_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()
Season term estimate std.error statistic p.value p.value.fdr sig.fdr.05
2003 (Intercept) 0.0000000 0 -1.979706e+01 0.0000000 0.0000000 TRUE
2003 WFGM3 0.9941226 0 2.394939e+15 0.0000000 0.0000000 TRUE
2003 WFGA3 0.0000000 0 -6.192058e+00 0.0000000 0.0000000 TRUE
2003 WFTM 0.6807120 0 1.303040e+15 0.0000000 0.0000000 TRUE
2003 WFTA 0.0000000 0 -5.829533e+00 0.0000000 0.0000000 TRUE
2003 WOR 0.0000000 0 6.552423e+00 0.0000000 0.0000000 TRUE
2003 WDR 0.0000000 0 -4.752904e+00 0.0000021 0.0000030 TRUE
2003 WAst 0.0000000 0 8.436962e+00 0.0000000 0.0000000 TRUE
2003 WTO 0.0000000 0 6.799391e+00 0.0000000 0.0000000 TRUE
2003 WStl 0.0000000 0 1.104628e+01 0.0000000 0.0000000 TRUE
2003 WPF 0.0000000 0 -1.117877e+01 0.0000000 0.0000000 TRUE
2003 LFGM3 -0.9011833 0 -2.897565e+15 0.0000000 0.0000000 TRUE
2003 LFGA3 0.0000000 0 -2.212678e+00 0.0269689 0.0333900 TRUE
2003 LFTM -0.5845566 0 -1.443462e+15 0.0000000 0.0000000 TRUE
2003 LOR 0.0000000 0 -3.238996e+00 0.0012081 0.0015705 TRUE
2003 LDR 0.0000000 0 1.226669e+01 0.0000000 0.0000000 TRUE
2003 LAst 0.0000000 0 3.598701e+00 0.0003232 0.0004423 TRUE
2003 LTO 0.0000000 0 -1.040004e+01 0.0000000 0.0000000 TRUE
2003 WFGM2 1.0233362 0 1.891790e+15 0.0000000 0.0000000 TRUE
2003 WFGA2 0.0000000 0 -4.960654e+00 0.0000007 0.0000011 TRUE
2003 LFGM2 -0.9377324 0 -2.871215e+15 0.0000000 0.0000000 TRUE
2004 (Intercept) 0.0000000 0 5.030884e+01 0.0000000 0.0000000 TRUE
2004 WFGM3 0.9941226 0 1.788613e+15 0.0000000 0.0000000 TRUE
2004 WFTM 0.6807120 0 9.677985e+14 0.0000000 0.0000000 TRUE
2004 WDR 0.0000000 0 5.480440e+00 0.0000000 0.0000001 TRUE
2004 WAst 0.0000000 0 -3.354839e+00 0.0008006 0.0014869 TRUE
2004 WStl 0.0000000 0 -3.915907e+00 0.0000914 0.0001828 TRUE
2004 WBlk 0.0000000 0 -4.140443e+00 0.0000353 0.0000834 TRUE
2004 WPF 0.0000000 0 -7.219606e+00 0.0000000 0.0000000 TRUE
2004 LFGM3 -0.9011833 0 -2.075212e+15 0.0000000 0.0000000 TRUE
2004 LFGA3 0.0000000 0 -4.017777e+00 0.0000597 0.0001293 TRUE
2004 LFTM -0.5845566 0 -1.070901e+15 0.0000000 0.0000000 TRUE
2004 LOR 0.0000000 0 6.031957e+00 0.0000000 0.0000000 TRUE
2004 LDR 0.0000000 0 -2.850140e+00 0.0043897 0.0071332 TRUE
2004 LAst 0.0000000 0 3.221356e+00 0.0012848 0.0022271 TRUE
2004 WFGM2 1.0233362 0 1.395443e+15 0.0000000 0.0000000 TRUE
2004 LFGM2 -0.9377324 0 -2.046137e+15 0.0000000 0.0000000 TRUE
2005 (Intercept) 0.0000000 0 1.695642e+01 0.0000000 0.0000000 TRUE
2005 WFGM3 0.9941226 0 1.755597e+15 0.0000000 0.0000000 TRUE
2005 WFTM 0.6807120 0 9.775806e+14 0.0000000 0.0000000 TRUE
2005 WTO 0.0000000 0 3.093288e+00 0.0019913 0.0047066 TRUE
2005 WStl 0.0000000 0 -4.856229e+00 0.0000012 0.0000036 TRUE
2005 WPF 0.0000000 0 -9.417962e+00 0.0000000 0.0000000 TRUE
2005 LFGM3 -0.9011833 0 -2.120296e+15 0.0000000 0.0000000 TRUE
2005 LFTM -0.5845566 0 -1.084859e+15 0.0000000 0.0000000 TRUE
2005 LTO 0.0000000 0 -4.121156e+00 0.0000384 0.0000997 TRUE
2005 WFGM2 1.0233362 0 1.371287e+15 0.0000000 0.0000000 TRUE
2005 LFGM2 -0.9377324 0 -2.066016e+15 0.0000000 0.0000000 TRUE
2006 (Intercept) 0.0000000 0 3.733268e+01 0.0000000 0.0000000 TRUE
2006 WFGM3 0.9941226 0 2.142238e+15 0.0000000 0.0000000 TRUE
2006 WFTM 0.6807120 0 1.151479e+15 0.0000000 0.0000000 TRUE
2006 WDR 0.0000000 0 -4.303573e+00 0.0000171 0.0000405 TRUE
2006 WAst 0.0000000 0 3.093422e+00 0.0019902 0.0039803 TRUE
2006 WTO 0.0000000 0 4.613255e+00 0.0000041 0.0000118 TRUE
2006 LFGM3 -0.9011833 0 -2.573329e+15 0.0000000 0.0000000 TRUE
2006 LFTM -0.5845566 0 -1.309339e+15 0.0000000 0.0000000 TRUE
2006 LDR 0.0000000 0 4.408534e+00 0.0000106 0.0000277 TRUE
2006 LAst 0.0000000 0 -3.489234e+00 0.0004888 0.0010591 TRUE
2006 LTO 0.0000000 0 -5.439354e+00 0.0000001 0.0000002 TRUE
2006 WFGM2 1.0233362 0 1.691823e+15 0.0000000 0.0000000 TRUE
2006 LFGM2 -0.9377324 0 -2.469503e+15 0.0000000 0.0000000 TRUE
2007 (Intercept) 0.0000000 0 9.698455e+00 0.0000000 0.0000000 TRUE
2007 WFGM3 0.9941226 0 4.839672e+14 0.0000000 0.0000000 TRUE
2007 WFTM 0.6807120 0 2.619762e+14 0.0000000 0.0000000 TRUE
2007 WDR 0.0000000 0 -3.831649e+00 0.0001288 0.0004187 TRUE
2007 LFGM3 -0.9011833 0 -5.933932e+14 0.0000000 0.0000000 TRUE
2007 LFTM -0.5845566 0 -2.947506e+14 0.0000000 0.0000000 TRUE
2007 LTO 0.0000000 0 -2.692629e+00 0.0071127 0.0205477 TRUE
2007 WFGM2 1.0233362 0 3.765239e+14 0.0000000 0.0000000 TRUE
2007 LFGM2 -0.9377324 0 -5.608159e+14 0.0000000 0.0000000 TRUE
2008 (Intercept) 0.0000000 0 4.851875e+01 0.0000000 0.0000000 TRUE
2008 WFGM3 0.9941226 0 1.813747e+15 0.0000000 0.0000000 TRUE
2008 WFGA3 0.0000000 0 -2.480487e+00 0.0131521 0.0263042 TRUE
2008 WFTM 0.6807120 0 9.794495e+14 0.0000000 0.0000000 TRUE
2008 WOR 0.0000000 0 4.446727e+00 0.0000089 0.0000231 TRUE
2008 WPF 0.0000000 0 1.013620e+01 0.0000000 0.0000000 TRUE
2008 LFGM3 -0.9011833 0 -2.147312e+15 0.0000000 0.0000000 TRUE
2008 LFTM -0.5845566 0 -1.083079e+15 0.0000000 0.0000000 TRUE
2008 LDR 0.0000000 0 2.787909e+00 0.0053245 0.0115363 TRUE
2008 LAst 0.0000000 0 -7.990853e+00 0.0000000 0.0000000 TRUE
2008 LTO 0.0000000 0 -3.517957e+00 0.0004386 0.0010368 TRUE
2008 WFGM2 1.0233362 0 1.391606e+15 0.0000000 0.0000000 TRUE
2008 LFGM2 -0.9377324 0 -2.071837e+15 0.0000000 0.0000000 TRUE
2009 (Intercept) 0.0000000 0 -3.231582e+00 0.0012387 0.0046009 TRUE
2009 WFGM3 0.9941226 0 1.282936e+15 0.0000000 0.0000000 TRUE
2009 WFTM 0.6807120 0 7.002202e+14 0.0000000 0.0000000 TRUE
2009 WAst 0.0000000 0 2.450452e+00 0.0143003 0.0464759 TRUE
2009 WStl 0.0000000 0 2.402513e+00 0.0163175 0.0471396 TRUE
2009 LFGM3 -0.9011833 0 -1.511204e+15 0.0000000 0.0000000 TRUE
2009 LFTM -0.5845566 0 -7.739090e+14 0.0000000 0.0000000 TRUE
2009 WFGM2 1.0233362 0 1.001923e+15 0.0000000 0.0000000 TRUE
2009 LFGM2 -0.9377324 0 -1.469174e+15 0.0000000 0.0000000 TRUE
2010 (Intercept) 0.0000000 0 4.248253e+01 0.0000000 0.0000000 TRUE
2010 WFGM3 0.9941226 0 2.875904e+15 0.0000000 0.0000000 TRUE
2010 WFTM 0.6807120 0 1.586762e+15 0.0000000 0.0000000 TRUE
2010 WDR 0.0000000 0 4.840465e+00 0.0000013 0.0000025 TRUE
2010 WAst 0.0000000 0 -8.860501e+00 0.0000000 0.0000000 TRUE
2010 WTO 0.0000000 0 -1.026293e+01 0.0000000 0.0000000 TRUE
2010 WStl 0.0000000 0 -6.689627e+00 0.0000000 0.0000000 TRUE
2010 WBlk 0.0000000 0 3.796645e+00 0.0001483 0.0002269 TRUE
2010 LFGM3 -0.9011833 0 -3.508596e+15 0.0000000 0.0000000 TRUE
2010 LFGA3 0.0000000 0 5.099295e+00 0.0000004 0.0000007 TRUE
2010 LFTM -0.5845566 0 -1.809618e+15 0.0000000 0.0000000 TRUE
2010 LOR 0.0000000 0 -4.055428e+00 0.0000508 0.0000864 TRUE
2010 LDR 0.0000000 0 -2.173047e+00 0.0298214 0.0408083 TRUE
2010 LAst 0.0000000 0 -8.797754e+00 0.0000000 0.0000000 TRUE
2010 LTO 0.0000000 0 1.117715e+01 0.0000000 0.0000000 TRUE
2010 LBlk 0.0000000 0 2.302979e+00 0.0213190 0.0307942 TRUE
2010 WFGM2 1.0233362 0 2.232653e+15 0.0000000 0.0000000 TRUE
2010 WFGA2 0.0000000 0 -4.044641e+00 0.0000532 0.0000864 TRUE
2010 LFGM2 -0.9377324 0 -3.375926e+15 0.0000000 0.0000000 TRUE
2011 (Intercept) 0.0000000 0 -6.858006e+00 0.0000000 0.0000000 TRUE
2011 WFGM3 0.9941226 0 2.277280e+15 0.0000000 0.0000000 TRUE
2011 WFGA3 0.0000000 0 -7.525647e+00 0.0000000 0.0000000 TRUE
2011 WFTM 0.6807120 0 1.268294e+15 0.0000000 0.0000000 TRUE
2011 WFTA 0.0000000 0 -7.289796e+00 0.0000000 0.0000000 TRUE
2011 WOR 0.0000000 0 8.246335e+00 0.0000000 0.0000000 TRUE
2011 WDR 0.0000000 0 1.070493e+01 0.0000000 0.0000000 TRUE
2011 WAst 0.0000000 0 7.159843e+00 0.0000000 0.0000000 TRUE
2011 WTO 0.0000000 0 -9.188857e+00 0.0000000 0.0000000 TRUE
2011 WBlk 0.0000000 0 4.656899e+00 0.0000033 0.0000045 TRUE
2011 LFGM3 -0.9011833 0 -2.699167e+15 0.0000000 0.0000000 TRUE
2011 LFGA3 0.0000000 0 2.637839e+00 0.0083684 0.0108789 TRUE
2011 LFTM -0.5845566 0 -1.405405e+15 0.0000000 0.0000000 TRUE
2011 LOR 0.0000000 0 -6.069353e+00 0.0000000 0.0000000 TRUE
2011 LAst 0.0000000 0 -5.647218e+00 0.0000000 0.0000000 TRUE
2011 LTO 0.0000000 0 1.620944e+01 0.0000000 0.0000000 TRUE
2011 LBlk 0.0000000 0 -5.163452e+00 0.0000003 0.0000004 TRUE
2011 WFGM2 1.0233362 0 1.791850e+15 0.0000000 0.0000000 TRUE
2011 WFGA2 0.0000000 0 -5.676150e+00 0.0000000 0.0000000 TRUE
2011 LFGM2 -0.9377324 0 -2.599573e+15 0.0000000 0.0000000 TRUE
2012 (Intercept) 0.0000000 0 -5.551594e+01 0.0000000 0.0000000 TRUE
2012 WFGM3 0.9941226 0 1.665713e+15 0.0000000 0.0000000 TRUE
2012 WFTM 0.6807120 0 9.219511e+14 0.0000000 0.0000000 TRUE
2012 WDR 0.0000000 0 2.478178e+00 0.0132369 0.0312871 TRUE
2012 WTO 0.0000000 0 -2.294605e+00 0.0217952 0.0472230 TRUE
2012 WPF 0.0000000 0 4.069705e+00 0.0000478 0.0001380 TRUE
2012 LFGM3 -0.9011833 0 -1.990286e+15 0.0000000 0.0000000 TRUE
2012 LFTM -0.5845566 0 -1.009848e+15 0.0000000 0.0000000 TRUE
2012 LAst 0.0000000 0 -5.627477e+00 0.0000000 0.0000001 TRUE
2012 LTO 0.0000000 0 3.793791e+00 0.0001500 0.0003901 TRUE
2012 WFGM2 1.0233362 0 1.320759e+15 0.0000000 0.0000000 TRUE
2012 LFGM2 -0.9377324 0 -1.889272e+15 0.0000000 0.0000000 TRUE
2013 (Intercept) 0.0000000 0 2.176224e+01 0.0000000 0.0000000 TRUE
2013 WFGM3 0.9941226 0 6.894717e+14 0.0000000 0.0000000 TRUE
2013 WFTM 0.6807120 0 3.820879e+14 0.0000000 0.0000000 TRUE
2013 LFGM3 -0.9011833 0 -8.148508e+14 0.0000000 0.0000000 TRUE
2013 LFTM -0.5845566 0 -4.180271e+14 0.0000000 0.0000000 TRUE
2013 LOR 0.0000000 0 2.530624e+00 0.0114147 0.0370979 TRUE
2013 WFGM2 1.0233362 0 5.382571e+14 0.0000000 0.0000000 TRUE
2013 LFGM2 -0.9377324 0 -7.822980e+14 0.0000000 0.0000000 TRUE
2014 (Intercept) 0.0000000 0 1.631254e+01 0.0000000 0.0000000 TRUE
2014 WFGM3 0.9941226 0 9.348633e+14 0.0000000 0.0000000 TRUE
2014 WFTM 0.6807120 0 5.085121e+14 0.0000000 0.0000000 TRUE
2014 WFTA 0.0000000 0 2.183839e+00 0.0290175 0.0472446 TRUE
2014 WDR 0.0000000 0 4.112716e+00 0.0000397 0.0001032 TRUE
2014 WTO 0.0000000 0 -2.195099e+00 0.0281994 0.0472446 TRUE
2014 WStl 0.0000000 0 2.170274e+00 0.0300300 0.0472446 TRUE
2014 WPF 0.0000000 0 -2.851963e+00 0.0043617 0.0094504 TRUE
2014 LFGM3 -0.9011833 0 -1.082101e+15 0.0000000 0.0000000 TRUE
2014 LFGA3 0.0000000 0 -2.886868e+00 0.0039066 0.0092338 TRUE
2014 LFTM -0.5845566 0 -5.797202e+14 0.0000000 0.0000000 TRUE
2014 LOR 0.0000000 0 4.428319e+00 0.0000097 0.0000280 TRUE
2014 LDR 0.0000000 0 -4.565153e+00 0.0000051 0.0000166 TRUE
2014 LTO 0.0000000 0 2.159050e+00 0.0308907 0.0472446 TRUE
2014 WFGM2 1.0233362 0 7.260653e+14 0.0000000 0.0000000 TRUE
2014 WFGA2 0.0000000 0 2.274190e+00 0.0229941 0.0459882 TRUE
2014 LFGM2 -0.9377324 0 -1.061900e+15 0.0000000 0.0000000 TRUE
2015 (Intercept) 0.0000000 0 5.183245e+00 0.0000002 0.0000007 TRUE
2015 WFGM3 0.9941226 0 9.493936e+14 0.0000000 0.0000000 TRUE
2015 WFGA3 0.0000000 0 3.794561e+00 0.0001495 0.0003943 TRUE
2015 WFTM 0.6807120 0 5.080871e+14 0.0000000 0.0000000 TRUE
2015 WOR 0.0000000 0 -2.499296e+00 0.0124739 0.0249478 TRUE
2015 WDR 0.0000000 0 -3.791067e+00 0.0001517 0.0003943 TRUE
2015 WAst 0.0000000 0 -7.357435e+00 0.0000000 0.0000000 TRUE
2015 WStl 0.0000000 0 -3.207360e+00 0.0013475 0.0029196 TRUE
2015 LFGM3 -0.9011833 0 -1.143955e+15 0.0000000 0.0000000 TRUE
2015 LFTM -0.5845566 0 -5.748290e+14 0.0000000 0.0000000 TRUE
2015 LDR 0.0000000 0 -2.417042e+00 0.0156806 0.0291211 TRUE
2015 LAst 0.0000000 0 3.621676e+00 0.0002954 0.0006983 TRUE
2015 WFGM2 1.0233362 0 7.347658e+14 0.0000000 0.0000000 TRUE
2015 WFGA2 0.0000000 0 2.369302e+00 0.0178571 0.0309524 TRUE
2015 LFGM2 -0.9377324 0 -1.088481e+15 0.0000000 0.0000000 TRUE
2016 (Intercept) 0.0000000 0 1.817297e+01 0.0000000 0.0000000 TRUE
2016 WFGM3 0.9941226 0 3.797943e+15 0.0000000 0.0000000 TRUE
2016 WFGA3 0.0000000 0 -9.252659e+00 0.0000000 0.0000000 TRUE
2016 WFTM 0.6807120 0 2.042154e+15 0.0000000 0.0000000 TRUE
2016 WFTA 0.0000000 0 -8.020571e+00 0.0000000 0.0000000 TRUE
2016 WOR 0.0000000 0 5.896407e+00 0.0000000 0.0000000 TRUE
2016 WDR 0.0000000 0 1.419271e+01 0.0000000 0.0000000 TRUE
2016 WAst 0.0000000 0 -9.656550e+00 0.0000000 0.0000000 TRUE
2016 WTO 0.0000000 0 -1.525825e+01 0.0000000 0.0000000 TRUE
2016 WStl 0.0000000 0 -3.267358e+00 0.0010924 0.0014949 TRUE
2016 WBlk 0.0000000 0 4.094373e+00 0.0000430 0.0000657 TRUE
2016 WPF 0.0000000 0 3.232404e+00 0.0012350 0.0016055 TRUE
2016 LFGM3 -0.9011833 0 -4.634297e+15 0.0000000 0.0000000 TRUE
2016 LFTM -0.5845566 0 -2.297255e+15 0.0000000 0.0000000 TRUE
2016 LDR 0.0000000 0 3.364507e+00 0.0007722 0.0011154 TRUE
2016 LAst 0.0000000 0 -4.648044e+00 0.0000034 0.0000056 TRUE
2016 LTO 0.0000000 0 1.562757e+01 0.0000000 0.0000000 TRUE
2016 WFGM2 1.0233362 0 2.997955e+15 0.0000000 0.0000000 TRUE
2016 WFGA2 0.0000000 0 -6.183908e+00 0.0000000 0.0000000 TRUE
2016 LFGM2 -0.9377324 0 -4.382558e+15 0.0000000 0.0000000 TRUE
2017 (Intercept) 0.0000000 0 2.039967e+01 0.0000000 0.0000000 TRUE
2017 WFGM3 0.9941226 0 9.188162e+14 0.0000000 0.0000000 TRUE
2017 WFTM 0.6807120 0 4.758040e+14 0.0000000 0.0000000 TRUE
2017 WFTA 0.0000000 0 -2.643519e+00 0.0082288 0.0164575 TRUE
2017 WOR 0.0000000 0 2.223997e+00 0.0261901 0.0453962 TRUE
2017 WDR 0.0000000 0 2.596286e+00 0.0094494 0.0175490 TRUE
2017 WTO 0.0000000 0 -3.272260e+00 0.0010737 0.0027915 TRUE
2017 WStl 0.0000000 0 -2.811214e+00 0.0049534 0.0107324 TRUE
2017 WPF 0.0000000 0 5.763081e+00 0.0000000 0.0000000 TRUE
2017 LFGM3 -0.9011833 0 -1.071157e+15 0.0000000 0.0000000 TRUE
2017 LFTM -0.5845566 0 -5.286929e+14 0.0000000 0.0000000 TRUE
2017 LAst 0.0000000 0 -3.668636e+00 0.0002462 0.0007113 TRUE
2017 LTO 0.0000000 0 3.154739e+00 0.0016153 0.0038180 TRUE
2017 WFGM2 1.0233362 0 7.021898e+14 0.0000000 0.0000000 TRUE
2017 LFGM2 -0.9377324 0 -1.012506e+15 0.0000000 0.0000000 TRUE
2018 (Intercept) 0.0000000 0 -4.447895e+01 0.0000000 0.0000000 TRUE
2018 WFGM3 0.9941226 0 2.092325e+15 0.0000000 0.0000000 TRUE
2018 WFTM 0.6807120 0 1.046807e+15 0.0000000 0.0000000 TRUE
2018 WDR 0.0000000 0 -5.239226e+00 0.0000002 0.0000004 TRUE
2018 WAst 0.0000000 0 2.342020e+01 0.0000000 0.0000000 TRUE
2018 WTO 0.0000000 0 5.321392e+00 0.0000001 0.0000003 TRUE
2018 WStl 0.0000000 0 3.199487e+00 0.0013847 0.0025716 TRUE
2018 WBlk 0.0000000 0 -2.329288e+00 0.0198807 0.0323061 TRUE
2018 WPF 0.0000000 0 5.146851e+00 0.0000003 0.0000005 TRUE
2018 LFGM3 -0.9011833 0 -2.472390e+15 0.0000000 0.0000000 TRUE
2018 LFTM -0.5845566 0 -1.186563e+15 0.0000000 0.0000000 TRUE
2018 LAst 0.0000000 0 -9.907716e+00 0.0000000 0.0000000 TRUE
2018 LTO 0.0000000 0 -6.792895e+00 0.0000000 0.0000000 TRUE
2018 WFGM2 1.0233362 0 1.586372e+15 0.0000000 0.0000000 TRUE
2018 WFGA2 0.0000000 0 2.516776e+00 0.0118723 0.0205786 TRUE
2018 LFGM2 -0.9377324 0 -2.286811e+15 0.0000000 0.0000000 TRUE

Second-Level Analysis

colnames(df_level1_tidy)[2] <- "term_level1"
df_level2_tidy <- df_level1_tidy %>%
  group_by(term_level1) %>%
  do(level2 = lm(estimate ~ Season, .)) %>%
  tidy(level2) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05") %>%
  tidy_lm_add_r_squared(., n = nrow(df_level1_tidy))

df_level2_tidy %>% nice_tables()
term_level1 term estimate std.error statistic p.value p.value.fdr sig.fdr.05 r.squared adj.r.squared
(Intercept) (Intercept) 0.0000000 0 7.968221e-01 0.4388592 0.4410815 FALSE 0.0015313 -0.0008805
(Intercept) Season 0.0000000 0 -7.928740e-01 0.4410815 0.4410815 FALSE 0.0015162 -0.0008956
LAst (Intercept) 0.0000000 0 1.143745e+00 0.2719097 0.2719097 FALSE 0.0031498 0.0007420
LAst Season 0.0000000 0 -1.148356e+00 0.2700654 0.2719097 FALSE 0.0031752 0.0007674
LBlk (Intercept) 0.0000000 0 1.209887e-01 0.9054193 0.9073587 FALSE 0.0000354 -0.0023800
LBlk Season 0.0000000 0 -1.184952e-01 0.9073587 0.9073587 FALSE 0.0000339 -0.0023815
LDR (Intercept) 0.0000000 0 2.125278e+00 0.0518465 0.0518465 FALSE 0.0107924 0.0084030
LDR Season 0.0000000 0 -2.125574e+00 0.0518180 0.0518465 FALSE 0.0107954 0.0084060
LFGA3 (Intercept) 0.0000000 0 -5.102780e-01 0.6178069 0.6178069 FALSE 0.0006286 -0.0017854
LFGA3 Season 0.0000000 0 5.102893e-01 0.6177992 0.6178069 FALSE 0.0006286 -0.0017854
LFGM2 (Intercept) -0.9377324 0 -3.277327e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFGM2 Season 0.0000000 0 1.197700e+00 0.2509191 0.2509191 FALSE 0.0034530 0.0010459
LFGM3 (Intercept) -0.9011833 0 -1.959799e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFGM3 Season 0.0000000 0 1.490511e+00 0.1582733 0.1582733 FALSE 0.0053376 0.0029350
LFTA (Intercept) 0.0000000 0 2.245365e+00 0.0414142 0.0414142 TRUE 0.0120314 0.0096450
LFTA Season 0.0000000 0 -2.248428e+00 0.0411758 0.0414142 TRUE 0.0120639 0.0096775
LFTM (Intercept) -0.5845566 0 -2.747063e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFTM Season 0.0000000 0 -3.979864e-01 0.6966429 0.6966429 FALSE 0.0003824 -0.0020321
LOR (Intercept) 0.0000000 0 -2.908934e-01 0.7753978 0.7753978 FALSE 0.0002044 -0.0022106
LOR Season 0.0000000 0 2.928978e-01 0.7738967 0.7753978 FALSE 0.0002072 -0.0022078
LPF (Intercept) 0.0000000 0 -9.866701e-01 0.3405507 0.3405507 FALSE 0.0023460 -0.0000638
LPF Season 0.0000000 0 9.875831e-01 0.3401187 0.3405507 FALSE 0.0023503 -0.0000595
LStl (Intercept) 0.0000000 0 1.383055e+00 0.1883093 0.1888568 FALSE 0.0045991 0.0021948
LStl Season 0.0000000 0 -1.381232e+00 0.1888568 0.1888568 FALSE 0.0045871 0.0021827
LTO (Intercept) 0.0000000 0 -1.988316e+00 0.0666922 0.0666922 FALSE 0.0094589 0.0070663
LTO Season 0.0000000 0 1.989506e+00 0.0665479 0.0666922 FALSE 0.0094702 0.0070776
WAst (Intercept) 0.0000000 0 -6.292647e-01 0.5393091 0.5393091 FALSE 0.0009555 -0.0014576
WAst Season 0.0000000 0 6.298563e-01 0.5389330 0.5393091 FALSE 0.0009573 -0.0014558
WBlk (Intercept) 0.0000000 0 -5.110123e-01 0.6173058 0.6173058 FALSE 0.0006304 -0.0017836
WBlk Season 0.0000000 0 5.117719e-01 0.6167875 0.6173058 FALSE 0.0006322 -0.0017817
WDR (Intercept) 0.0000000 0 -9.952642e-01 0.3364995 0.3364995 FALSE 0.0023869 -0.0000228
WDR Season 0.0000000 0 9.960055e-01 0.3361517 0.3364995 FALSE 0.0023905 -0.0000192
WFGA2 (Intercept) 0.0000000 0 -1.979207e-01 0.8459522 0.8459522 FALSE 0.0000946 -0.0023206
WFGA2 Season 0.0000000 0 1.983739e-01 0.8456043 0.8459522 FALSE 0.0000950 -0.0023202
WFGA3 (Intercept) 0.0000000 0 -7.805610e-02 0.9388881 0.9388881 FALSE 0.0000147 -0.0024007
WFGA3 Season 0.0000000 0 7.808620e-02 0.9388646 0.9388881 FALSE 0.0000147 -0.0024007
WFGM2 (Intercept) 1.0233362 0 3.097638e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFGM2 Season 0.0000000 0 -1.434782e+00 0.1733101 0.1733101 FALSE 0.0049479 0.0025444
WFGM3 (Intercept) 0.9941226 0 4.267277e+11 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFGM3 Season 0.0000000 0 5.526180e-01 0.5892400 0.5892400 FALSE 0.0007371 -0.0016766
WFTA (Intercept) 0.0000000 0 4.671323e-01 0.6475924 0.6475924 FALSE 0.0005268 -0.0018874
WFTA Season 0.0000000 0 -4.682725e-01 0.6467968 0.6475924 FALSE 0.0005294 -0.0018848
WFTM (Intercept) 0.6807120 0 2.528921e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFTM Season 0.0000000 0 -1.058518e+00 0.3077421 0.3077421 FALSE 0.0026991 0.0002902
WOR (Intercept) 0.0000000 0 2.095917e-01 0.8370057 0.8377501 FALSE 0.0001061 -0.0023091
WOR Season 0.0000000 0 -2.086194e-01 0.8377501 0.8377501 FALSE 0.0001051 -0.0023101
WPF (Intercept) 0.0000000 0 -2.583495e+00 0.0216617 0.0216782 TRUE 0.0158661 0.0134889
WPF Season 0.0000000 0 2.583104e+00 0.0216782 0.0216782 TRUE 0.0158613 0.0134842
WStl (Intercept) 0.0000000 0 8.076953e-01 0.4327758 0.4327758 FALSE 0.0015733 -0.0008384
WStl Season 0.0000000 0 -8.093691e-01 0.4318442 0.4327758 FALSE 0.0015798 -0.0008318
WTO (Intercept) 0.0000000 0 1.820928e+00 0.0900540 0.0900540 FALSE 0.0079455 0.0055492
WTO Season 0.0000000 0 -1.822746e+00 0.0897650 0.0900540 FALSE 0.0079612 0.0055650

Significant Only

df_level2_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()
term_level1 term estimate std.error statistic p.value p.value.fdr sig.fdr.05 r.squared adj.r.squared
LFGM2 (Intercept) -0.9377324 0 -3.277327e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFGM3 (Intercept) -0.9011833 0 -1.959799e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFTA (Intercept) 0.0000000 0 2.245365e+00 0.0414142 0.0414142 TRUE 0.0120314 0.0096450
LFTA Season 0.0000000 0 -2.248428e+00 0.0411758 0.0414142 TRUE 0.0120639 0.0096775
LFTM (Intercept) -0.5845566 0 -2.747063e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFGM2 (Intercept) 1.0233362 0 3.097638e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFGM3 (Intercept) 0.9941226 0 4.267277e+11 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFTM (Intercept) 0.6807120 0 2.528921e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WPF (Intercept) 0.0000000 0 -2.583495e+00 0.0216617 0.0216782 TRUE 0.0158661 0.0134889
WPF Season 0.0000000 0 2.583104e+00 0.0216782 0.0216782 TRUE 0.0158613 0.0134842

NCAA Tourney

df_ncaa_tourney <- read_csv("data/NCAATourneyDetailedResults.csv")
## Parsed with column specification:
## cols(
##   .default = col_double(),
##   WLoc = col_character()
## )
## See spec(...) for full column specifications.
df_ncaa_tourney <- df_ncaa_tourney %>%
  rowwise() %>%
  mutate(WFGM2 = WFGM-WFGM3,
         WFGA2 = WFGA-WFGA3,
         LFGM2 = LFGM-LFGM3,
         LFGA2 = LFGM-LFGA3,
         diff_score = WScore-LScore,
         team_id_pair = paste0(sort(c(WTeamID, LTeamID)), collapse = "_")) %>%
  select(-DayNum, -WTeamID, -WScore, -LTeamID, -LScore, -WLoc, -NumOT, -WFGM, -WFGA, -LFGM, -LFGA) %>%
  ungroup()

df_ncaa_tourney[2:28] <- apply(df_ncaa_tourney[2:28], 2, scale)

Summary

summary(df_ncaa_tourney) %>%
  nice_tables() %>%
  scroll_box(width = "100%")
 Season </th>
 WFGM3 </th>
 WFGA3 </th>
  WFTM </th>
  WFTA </th>
  WOR </th>
  WDR </th>
  WAst </th>
  WTO </th>
  WStl </th>
  WBlk </th>
  WPF </th>
 LFGM3 </th>
 LFGA3 </th>
  LFTM </th>
  LFTA </th>
  LOR </th>
  LDR </th>
  LAst </th>
  LTO </th>
  LStl </th>
  LBlk </th>
  LPF </th>
 WFGM2 </th>
 WFGA2 </th>
 LFGM2 </th>
 LFGA2 </th>
diff_score team_id_pair
Min. :2003 Min. :-2.38415 Min. :-2.53081 Min. :-2.6298 Min. :-2.7169 Min. :-2.6738 Min. :-2.58573 Min. :-2.59055 Min. :-2.5324 Min. :-2.1605 Min. :-1.54080 Min. :-2.9453 Min. :-2.2388 Min. :-2.63235 Min. :-2.2732 Min. :-2.2285 Min. :-2.42295 Min. :-2.98435 Min. :-2.5815 Min. :-2.36350 Min. :-2.15025 Min. :-1.43327 Min. :-2.88586 Min. :-2.71344 Min. :-2.88929 Min. :-3.26820 Min. :-3.55406 Min. :-1.2104 Length:1048
1st Qu.:2007 1st Qu.:-0.64950 1st Qu.:-0.71006 1st Qu.:-0.6387 1st Qu.:-0.6607 1st Qu.:-0.6719 1st Qu.:-0.78370 1st Qu.:-0.74400 1st Qu.:-0.6949 1st Qu.:-0.8186 1st Qu.:-0.76167 1st Qu.:-0.6347 1st Qu.:-0.7813 1st Qu.:-0.71598 1st Qu.:-0.7247 1st Qu.:-0.7243 1st Qu.:-0.75834 1st Qu.:-0.74218 1st Qu.:-0.6637 1st Qu.:-0.82915 1st Qu.:-0.66527 1st Qu.:-0.93787 1st Qu.:-0.73871 1st Qu.:-0.68006 1st Qu.:-0.68108 1st Qu.:-0.66016 1st Qu.:-0.71901 1st Qu.:-0.8616 Class :character
Median :2011 Median : 0.04436 Median : 0.01824 Median :-0.1409 Median :-0.1059 Median :-0.1714 Median : 0.01719 Median :-0.05154 Median :-0.1698 Median :-0.1476 Median : 0.01747 Median :-0.1213 Median :-0.0525 Median :-0.01912 Median :-0.1441 Median :-0.1226 Median :-0.04493 Median :-0.06953 Median :-0.1158 Median :-0.06198 Median : 0.07723 Median : 0.05294 Median :-0.02299 Median :-0.07004 Median :-0.03161 Median : 0.05113 Median : 0.02705 Median :-0.1639 Mode :character
Mean :2011 Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 NA
3rd Qu.:2015 3rd Qu.: 0.73822 3rd Qu.: 0.56447 3rd Qu.: 0.6887 3rd Qu.: 0.5469 3rd Qu.: 0.5793 3rd Qu.: 0.61787 3rd Qu.: 0.64092 3rd Qu.: 0.6177 3rd Qu.: 0.5234 3rd Qu.: 0.40704 3rd Qu.: 0.6489 3rd Qu.: 0.6763 3rd Qu.: 0.67775 3rd Qu.: 0.6302 3rd Qu.: 0.6295 3rd Qu.: 0.66848 3rd Qu.: 0.60312 3rd Qu.: 0.7061 3rd Qu.: 0.70519 3rd Qu.: 0.44847 3rd Qu.: 0.54835 3rd Qu.: 0.69273 3rd Qu.: 0.74331 3rd Qu.: 0.61787 3rd Qu.: 0.76241 3rd Qu.: 0.62390 3rd Qu.: 0.5338 NA
Max. :2018 Max. : 3.86059 Max. : 4.20597 Max. : 3.6754 Max. : 3.4189 Max. : 3.8324 Max. : 3.42102 Max. : 3.41076 Max. : 4.2928 Max. : 4.5493 Max. : 4.30272 Max. : 3.4730 Max. : 4.3202 Max. : 3.81362 Max. : 3.7272 Max. : 3.3371 Max. : 4.23552 Max. : 4.63902 Max. : 3.1717 Max. : 3.77388 Max. : 4.90343 Max. : 5.00701 Max. : 3.31702 Max. : 3.59004 Max. : 4.25493 Max. : 3.60755 Max. : 2.71288 Max. : 5.1851 NA

Correlation Matrix

df_ncaa_tourney  %>%
  select(-team_id_pair) %>%
  cor() %>%
  reshape2::melt(., id = "Season") %>%
  ggplot(., aes(Var1, Var2, fill = value)) +
  geom_raster() +
  theme_minimal() +
  theme(axis.text.x = element_text(hjust = 1, angle = 45)) +
  labs(x = "Metric",
       y = "Metric",
       fill = "Correlation") +
  scale_fill_distiller(palette = "RdBu", limits = c(-1, 1))

First-Level Analysis

df_level1_tidy <- df_ncaa_tourney %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  do(level1 = lm(diff_score ~ ., data = .)) %>%
  tidy(level1) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05")
## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable
df_level1_tidy %>% 
  nice_tables()
Season term estimate std.error statistic p.value p.value.fdr sig.fdr.05
2003 (Intercept) 0.0000000 0 -3.980646e+00 0.0002991 0.0011108 TRUE
2003 WFGM3 1.0055148 0 2.458739e+15 0.0000000 0.0000000 TRUE
2003 WFGA3 0.0000000 0 0.000000e+00 1.0000000 1.0000000 FALSE
2003 WFTM 0.7007912 0 1.171781e+15 0.0000000 0.0000000 TRUE
2003 WFTA 0.0000000 0 -1.933454e+00 0.0606556 0.1752272 FALSE
2003 WOR 0.0000000 0 -5.654137e-01 0.5751159 0.8246700 FALSE
2003 WDR 0.0000000 0 -3.483288e-01 0.7295157 0.8246700 FALSE
2003 WAst 0.0000000 0 1.687197e+00 0.0997589 0.2593731 FALSE
2003 WTO 0.0000000 0 7.131522e-01 0.4801085 0.7604997 FALSE
2003 WStl 0.0000000 0 1.439632e+00 0.1581593 0.3738311 FALSE
2003 WBlk 0.0000000 0 -3.061000e-02 0.9757407 1.0000000 FALSE
2003 WPF 0.0000000 0 -6.854031e-01 0.4972498 0.7604997 FALSE
2003 LFGM3 -0.9573366 0 -2.429037e+15 0.0000000 0.0000000 TRUE
2003 LFGA3 0.0000000 0 -3.803710e-01 0.7057880 0.8246700 FALSE
2003 LFTM -0.6007469 0 -1.256975e+15 0.0000000 0.0000000 TRUE
2003 LFTA 0.0000000 0 8.028263e-01 0.4270681 0.7402514 FALSE
2003 LOR 0.0000000 0 -1.255858e-01 0.9007219 0.9757820 FALSE
2003 LDR 0.0000000 0 5.034149e-01 0.6175785 0.8246700 FALSE
2003 LAst 0.0000000 0 8.550726e-01 0.3978702 0.7389018 FALSE
2003 LTO 0.0000000 0 -1.030021e+00 0.3095119 0.6190239 FALSE
2003 LStl 0.0000000 0 -1.222213e+00 0.2291544 0.4965013 FALSE
2003 LBlk 0.0000000 0 -4.069246e-01 0.6863464 0.8246700 FALSE
2003 LPF 0.0000000 0 2.427102e+00 0.0200698 0.0652269 FALSE
2003 WFGM2 1.1437219 0 1.998138e+15 0.0000000 0.0000000 TRUE
2003 WFGA2 0.0000000 0 -4.485303e-01 0.6563178 0.8246700 FALSE
2003 LFGM2 -0.9808827 0 -2.269682e+15 0.0000000 0.0000000 TRUE
2004 (Intercept) 0.0000000 0 -4.892456e+00 0.0000186 0.0000690 TRUE
2004 WFGM3 1.0055148 0 3.276141e+15 0.0000000 0.0000000 TRUE
2004 WFGA3 0.0000000 0 -5.311299e-01 0.5984198 0.7072234 FALSE
2004 WFTM 0.7007912 0 1.878275e+15 0.0000000 0.0000000 TRUE
2004 WFTA 0.0000000 0 -1.289295e+00 0.2050885 0.3808787 FALSE
2004 WOR 0.0000000 0 -4.405511e-01 0.6620341 0.7483863 FALSE
2004 WDR 0.0000000 0 -7.069430e-01 0.4839147 0.6621991 FALSE
2004 WAst 0.0000000 0 2.252052e+00 0.0301783 0.0784636 FALSE
2004 WTO 0.0000000 0 -1.465048e-01 0.8842974 0.9196693 FALSE
2004 WStl 0.0000000 0 -9.017534e-01 0.3728682 0.5398301 FALSE
2004 WBlk 0.0000000 0 -2.527856e-01 0.8017963 0.8686127 FALSE
2004 WPF 0.0000000 0 2.628223e+00 0.0123149 0.0355763 TRUE
2004 LFGM3 -0.9573366 0 -4.207307e+15 0.0000000 0.0000000 TRUE
2004 LFGA3 0.0000000 0 2.679750e+00 0.0108314 0.0352021 TRUE
2004 LFTM -0.6007469 0 -1.507358e+15 0.0000000 0.0000000 TRUE
2004 LFTA 0.0000000 0 9.001144e-01 0.3737285 0.5398301 FALSE
2004 LOR 0.0000000 0 -5.521170e-01 0.5841011 0.7072234 FALSE
2004 LDR 0.0000000 0 1.469994e+00 0.1497952 0.3245562 FALSE
2004 LAst 0.0000000 0 9.200049e-01 0.3633739 0.5398301 FALSE
2004 LTO 0.0000000 0 -6.307323e-01 0.5319909 0.6915882 FALSE
2004 LStl 0.0000000 0 1.368529e+00 0.1791836 0.3583672 FALSE
2004 LBlk 0.0000000 0 -1.960266e+00 0.0573271 0.1355003 FALSE
2004 LPF 0.0000000 0 1.153108e+00 0.2560680 0.4438513 FALSE
2004 WFGM2 1.1437219 0 2.557505e+15 0.0000000 0.0000000 TRUE
2004 WFGA2 0.0000000 0 -7.774190e-02 0.9384413 0.9384413 FALSE
2004 LFGM2 -0.9808827 0 -4.124071e+15 0.0000000 0.0000000 TRUE
2005 (Intercept) 0.0000000 0 -1.354921e+00 0.1834434 0.4769529 FALSE
2005 WFGM3 1.0055148 0 2.607294e+15 0.0000000 0.0000000 TRUE
2005 WFGA3 0.0000000 0 -3.987167e-01 0.6923337 0.7826381 FALSE
2005 WFTM 0.7007912 0 1.554040e+15 0.0000000 0.0000000 TRUE
2005 WFTA 0.0000000 0 -4.142933e-01 0.6809887 0.7826381 FALSE
2005 WOR 0.0000000 0 8.727533e-01 0.3882792 0.5047630 FALSE
2005 WDR 0.0000000 0 -1.293064e+00 0.2037953 0.4816980 FALSE
2005 WAst 0.0000000 0 -1.070098e+00 0.2913255 0.5047630 FALSE
2005 WTO 0.0000000 0 1.509528e+00 0.1394349 0.4028118 FALSE
2005 WStl 0.0000000 0 -9.676744e-01 0.3393258 0.5047630 FALSE
2005 WBlk 0.0000000 0 -8.915785e-01 0.3782299 0.5047630 FALSE
2005 WPF 0.0000000 0 1.463170e-01 0.8844446 0.8844446 FALSE
2005 LFGM3 -0.9573366 0 -3.363804e+15 0.0000000 0.0000000 TRUE
2005 LFGA3 0.0000000 0 -8.902902e-01 0.3789122 0.5047630 FALSE
2005 LFTM -0.6007469 0 -1.685573e+15 0.0000000 0.0000000 TRUE
2005 LFTA 0.0000000 0 -1.040946e+00 0.3044785 0.5047630 FALSE
2005 LOR 0.0000000 0 -1.614532e-01 0.8725919 0.8844446 FALSE
2005 LDR 0.0000000 0 1.132350e+00 0.2645821 0.5047630 FALSE
2005 LAst 0.0000000 0 2.570645e+00 0.0141924 0.0527147 FALSE
2005 LTO 0.0000000 0 -8.930279e-01 0.3774631 0.5047630 FALSE
2005 LStl 0.0000000 0 -1.861683e+00 0.0703956 0.2287856 FALSE
2005 LBlk 0.0000000 0 8.902968e-01 0.3789087 0.5047630 FALSE
2005 LPF 0.0000000 0 -2.691228e-01 0.7892911 0.8550654 FALSE
2005 WFGM2 1.1437219 0 1.763915e+15 0.0000000 0.0000000 TRUE
2005 WFGA2 0.0000000 0 -4.069512e-01 0.6863271 0.7826381 FALSE
2005 LFGM2 -0.9808827 0 -2.854864e+15 0.0000000 0.0000000 TRUE
2006 (Intercept) 0.0000000 0 -4.546878e+00 0.0000541 0.0002008 TRUE
2006 WFGM3 1.0055148 0 2.648482e+15 0.0000000 0.0000000 TRUE
2006 WFGA3 0.0000000 0 -1.936072e+00 0.0603234 0.1120291 FALSE
2006 WFTM 0.7007912 0 1.232523e+15 0.0000000 0.0000000 TRUE
2006 WFTA 0.0000000 0 -1.417007e+00 0.1646279 0.2517838 FALSE
2006 WOR 0.0000000 0 2.216616e+00 0.0327093 0.0773128 FALSE
2006 WDR 0.0000000 0 4.269652e+00 0.0001259 0.0004091 TRUE
2006 WAst 0.0000000 0 1.750711e+00 0.0880660 0.1431073 FALSE
2006 WTO 0.0000000 0 -2.620506e+00 0.0125525 0.0326365 TRUE
2006 WStl 0.0000000 0 -4.492313e-01 0.6558166 0.7104680 FALSE
2006 WBlk 0.0000000 0 -1.357622e+00 0.1825918 0.2637438 FALSE
2006 WPF 0.0000000 0 -5.318900e-01 0.5978983 0.7066071 FALSE
2006 LFGM3 -0.9573366 0 -2.007214e+15 0.0000000 0.0000000 TRUE
2006 LFGA3 0.0000000 0 -1.756216e+00 0.0871090 0.1431073 FALSE
2006 LFTM -0.6007469 0 -1.402315e+15 0.0000000 0.0000000 TRUE
2006 LFTA 0.0000000 0 -1.264970e+00 0.2135847 0.2922738 FALSE
2006 LOR 0.0000000 0 1.193107e-01 0.9056578 0.9056578 FALSE
2006 LDR 0.0000000 0 2.447019e-01 0.8080038 0.8403240 FALSE
2006 LAst 0.0000000 0 -2.164110e+00 0.0368070 0.0797484 FALSE
2006 LTO 0.0000000 0 2.937558e+00 0.0055945 0.0161619 TRUE
2006 LStl 0.0000000 0 9.145940e-01 0.3661721 0.4760237 FALSE
2006 LBlk 0.0000000 0 -4.903247e-01 0.6267235 0.7084700 FALSE
2006 LPF 0.0000000 0 -5.847957e-01 0.5621415 0.6959848 FALSE
2006 WFGM2 1.1437219 0 1.871077e+15 0.0000000 0.0000000 TRUE
2006 WFGA2 0.0000000 0 -2.019051e+00 0.0505777 0.1011555 FALSE
2006 LFGM2 -0.9808827 0 -2.189369e+15 0.0000000 0.0000000 TRUE
2007 (Intercept) 0.0000000 0 -2.138039e+00 0.0390057 0.1267686 FALSE
2007 WFGM3 1.0055148 0 2.426067e+15 0.0000000 0.0000000 TRUE
2007 WFGA3 0.0000000 0 1.624631e+00 0.1125082 0.2437679 FALSE
2007 WFTM 0.7007912 0 1.447388e+15 0.0000000 0.0000000 TRUE
2007 WFTA 0.0000000 0 1.692981e+00 0.0986433 0.2437679 FALSE
2007 WOR 0.0000000 0 -1.642189e+00 0.1088021 0.2437679 FALSE
2007 WDR 0.0000000 0 -2.447445e-01 0.8079711 0.8753020 FALSE
2007 WAst 0.0000000 0 -2.962947e+00 0.0052338 0.0194397 TRUE
2007 WTO 0.0000000 0 -4.950438e-01 0.6234196 0.7750593 FALSE
2007 WStl 0.0000000 0 1.131654e+00 0.2648710 0.4329474 FALSE
2007 WBlk 0.0000000 0 1.136682e+00 0.2627888 0.4329474 FALSE
2007 WPF 0.0000000 0 -4.737808e-01 0.6383671 0.7750593 FALSE
2007 LFGM3 -0.9573366 0 -2.433538e+15 0.0000000 0.0000000 TRUE
2007 LFGA3 0.0000000 0 -1.553567e-01 0.8773624 0.9124569 FALSE
2007 LFTM -0.6007469 0 -1.498755e+15 0.0000000 0.0000000 TRUE
2007 LFTA 0.0000000 0 1.336697e+00 0.1892701 0.3785402 FALSE
2007 LOR 0.0000000 0 8.859468e-01 0.3812186 0.5216675 FALSE
2007 LDR 0.0000000 0 -1.715094e+00 0.0944733 0.2437679 FALSE
2007 LAst 0.0000000 0 -1.057392e+00 0.2970087 0.4542486 FALSE
2007 LTO 0.0000000 0 3.852290e-02 0.9694725 0.9694725 FALSE
2007 LStl 0.0000000 0 3.672358e-01 0.7154805 0.8088040 FALSE
2007 LBlk 0.0000000 0 -1.127910e+00 0.2664292 0.4329474 FALSE
2007 LPF 0.0000000 0 -4.492274e-01 0.6558194 0.7750593 FALSE
2007 WFGM2 1.1437219 0 2.006994e+15 0.0000000 0.0000000 TRUE
2007 WFGA2 0.0000000 0 8.922156e-01 0.3778927 0.5216675 FALSE
2007 LFGM2 -0.9808827 0 -2.381724e+15 0.0000000 0.0000000 TRUE
2008 (Intercept) 0.0000000 0 -2.644988e+00 0.0118128 0.0414454 TRUE
2008 WFGM3 1.0055148 0 1.287720e+15 0.0000000 0.0000000 TRUE
2008 WFGA3 0.0000000 0 6.781797e-01 0.5017669 0.7404819 FALSE
2008 WFTM 0.7007912 0 6.324543e+14 0.0000000 0.0000000 TRUE
2008 WFTA 0.0000000 0 -1.184651e-01 0.9063231 0.9425761 FALSE
2008 WOR 0.0000000 0 1.477362e-01 0.8833321 0.9425761 FALSE
2008 WDR 0.0000000 0 -4.857484e-01 0.6299348 0.8620161 FALSE
2008 WAst 0.0000000 0 1.069565e+00 0.2915623 0.5831246 FALSE
2008 WTO 0.0000000 0 1.097315e+00 0.2794086 0.5831246 FALSE
2008 WStl 0.0000000 0 2.614117e+00 0.0127524 0.0414454 TRUE
2008 WBlk 0.0000000 0 -7.810740e-01 0.4395981 0.7404819 FALSE
2008 WPF 0.0000000 0 1.200369e+00 0.2374259 0.5611884 FALSE
2008 LFGM3 -0.9573366 0 -2.174801e+15 0.0000000 0.0000000 TRUE
2008 LFGA3 0.0000000 0 1.607602e-01 0.8731339 0.9425761 FALSE
2008 LFTM -0.6007469 0 -1.165442e+15 0.0000000 0.0000000 TRUE
2008 LFTA 0.0000000 0 -6.609351e-01 0.5126413 0.7404819 FALSE
2008 LOR 0.0000000 0 -1.905227e+00 0.0643384 0.1858666 FALSE
2008 LDR 0.0000000 0 3.300176e-01 0.7431992 0.9201514 FALSE
2008 LAst 0.0000000 0 -9.766393e-01 0.3349245 0.6220027 FALSE
2008 LTO 0.0000000 0 -1.797795e+00 0.0801588 0.2084129 FALSE
2008 LStl 0.0000000 0 -4.016958e-01 0.6901583 0.8972057 FALSE
2008 LBlk 0.0000000 0 2.104824e-01 0.8344158 0.9425761 FALSE
2008 LPF 0.0000000 0 6.883511e-01 0.4954128 0.7404819 FALSE
2008 WFGM2 1.1437219 0 8.931258e+14 0.0000000 0.0000000 TRUE
2008 WFGA2 0.0000000 0 0.000000e+00 1.0000000 1.0000000 FALSE
2008 LFGM2 -0.9808827 0 -2.108484e+15 0.0000000 0.0000000 TRUE
2009 (Intercept) 0.0000000 0 -1.926874e+00 0.0614975 0.1453577 FALSE
2009 WFGM3 1.0055148 0 2.684209e+15 0.0000000 0.0000000 TRUE
2009 WFGA3 0.0000000 0 -2.241219e-01 0.8238631 0.8936270 FALSE
2009 WFTM 0.7007912 0 1.425829e+15 0.0000000 0.0000000 TRUE
2009 WFTA 0.0000000 0 -3.635673e-01 0.7181961 0.8891952 FALSE
2009 WOR 0.0000000 0 1.013824e+00 0.3170787 0.4849440 FALSE
2009 WDR 0.0000000 0 4.306422e-01 0.6691614 0.8853622 FALSE
2009 WAst 0.0000000 0 2.227974e-01 0.8248865 0.8936270 FALSE
2009 WTO 0.0000000 0 2.447430e-01 0.8079722 0.8936270 FALSE
2009 WStl 0.0000000 0 2.547198e+00 0.0150296 0.0488462 TRUE
2009 WBlk 0.0000000 0 4.545733e-01 0.6520025 0.8853622 FALSE
2009 WPF 0.0000000 0 -3.560088e+00 0.0010161 0.0037739 TRUE
2009 LFGM3 -0.9573366 0 -3.165679e+15 0.0000000 0.0000000 TRUE
2009 LFGA3 0.0000000 0 -1.486378e+00 0.1454297 0.2520781 FALSE
2009 LFTM -0.6007469 0 -1.365022e+15 0.0000000 0.0000000 TRUE
2009 LFTA 0.0000000 0 1.497494e+00 0.1425259 0.2520781 FALSE
2009 LOR 0.0000000 0 -2.435240e+00 0.0196850 0.0568677 FALSE
2009 LDR 0.0000000 0 -3.179800e-02 0.9747996 1.0000000 FALSE
2009 LAst 0.0000000 0 -1.203320e+00 0.2362960 0.3839810 FALSE
2009 LTO 0.0000000 0 -4.142118e-01 0.6810478 0.8853622 FALSE
2009 LStl 0.0000000 0 -2.191602e+00 0.0346079 0.0899804 FALSE
2009 LBlk 0.0000000 0 -1.606072e+00 0.1165374 0.2330747 FALSE
2009 LPF 0.0000000 0 1.724694e+00 0.0927091 0.2008697 FALSE
2009 WFGM2 1.1437219 0 2.020995e+15 0.0000000 0.0000000 TRUE
2009 WFGA2 0.0000000 0 0.000000e+00 1.0000000 1.0000000 FALSE
2009 LFGM2 -0.9808827 0 -2.835589e+15 0.0000000 0.0000000 TRUE
2010 (Intercept) 0.0000000 0 -7.929857e-01 0.4327096 0.7861750 FALSE
2010 WFGM3 1.0055148 0 2.098605e+15 0.0000000 0.0000000 TRUE
2010 WFGA3 0.0000000 0 3.690580e-02 0.9707533 0.9707533 FALSE
2010 WFTM 0.7007912 0 1.135292e+15 0.0000000 0.0000000 TRUE
2010 WFTA 0.0000000 0 -6.694319e-01 0.5072673 0.7861750 FALSE
2010 WOR 0.0000000 0 -3.831479e-01 0.7037452 0.9445055 FALSE
2010 WDR 0.0000000 0 6.680031e-01 0.5081689 0.7861750 FALSE
2010 WAst 0.0000000 0 -7.036207e-01 0.4859583 0.7861750 FALSE
2010 WTO 0.0000000 0 -5.257881e-01 0.6020906 0.8696864 FALSE
2010 WStl 0.0000000 0 -7.935253e-01 0.4323991 0.7861750 FALSE
2010 WBlk 0.0000000 0 -3.038896e-01 0.7628698 0.9445055 FALSE
2010 WPF 0.0000000 0 1.366882e+00 0.1796952 0.6674392 FALSE
2010 LFGM3 -0.9573366 0 -3.025026e+15 0.0000000 0.0000000 TRUE
2010 LFGA3 0.0000000 0 9.644683e-01 0.3409092 0.7861750 FALSE
2010 LFTM -0.6007469 0 -1.168841e+15 0.0000000 0.0000000 TRUE
2010 LFTA 0.0000000 0 -6.587356e-01 0.5140375 0.7861750 FALSE
2010 LOR 0.0000000 0 2.228449e-01 0.8248497 0.9523108 FALSE
2010 LDR 0.0000000 0 -7.667809e-01 0.4479496 0.7861750 FALSE
2010 LAst 0.0000000 0 -1.257623e-01 0.9005831 0.9532011 FALSE
2010 LTO 0.0000000 0 1.168357e+00 0.2499408 0.7297375 FALSE
2010 LStl 0.0000000 0 3.204552e-01 0.7503789 0.9445055 FALSE
2010 LBlk 0.0000000 0 1.161702e+00 0.2526014 0.7297375 FALSE
2010 LPF 0.0000000 0 1.054930e-01 0.9165395 0.9532011 FALSE
2010 WFGM2 1.1437219 0 1.906552e+15 0.0000000 0.0000000 TRUE
2010 WFGA2 0.0000000 0 -2.001524e-01 0.8424288 0.9523108 FALSE
2010 LFGM2 -0.9808827 0 -2.246774e+15 0.0000000 0.0000000 TRUE
2011 (Intercept) 0.0000000 0 -5.105359e+00 0.0000080 0.0000297 TRUE
2011 WFGM3 1.0055148 0 3.429226e+15 0.0000000 0.0000000 TRUE
2011 WFGA3 0.0000000 0 -1.683000e+00 0.0999761 0.1624612 FALSE
2011 WFTM 0.7007912 0 1.705704e+15 0.0000000 0.0000000 TRUE
2011 WFTA 0.0000000 0 -7.580900e-03 0.9939881 0.9939881 FALSE
2011 WOR 0.0000000 0 1.898833e+00 0.0646392 0.1400517 FALSE
2011 WDR 0.0000000 0 -4.725786e-01 0.6390199 0.7552053 FALSE
2011 WAst 0.0000000 0 1.453813e+00 0.1536108 0.2349341 FALSE
2011 WTO 0.0000000 0 1.091485e+00 0.2814324 0.3851180 FALSE
2011 WStl 0.0000000 0 2.188595e+00 0.0343782 0.1117291 FALSE
2011 WBlk 0.0000000 0 -2.157980e-02 0.9828878 0.9939881 FALSE
2011 WPF 0.0000000 0 -1.826427e+00 0.0750735 0.1501470 FALSE
2011 LFGM3 -0.9573366 0 -4.168754e+15 0.0000000 0.0000000 TRUE
2011 LFGA3 0.0000000 0 1.389804e-01 0.8901461 0.9643249 FALSE
2011 LFTM -0.6007469 0 -1.829292e+15 0.0000000 0.0000000 TRUE
2011 LFTA 0.0000000 0 1.952198e+00 0.0577664 0.1396380 FALSE
2011 LOR 0.0000000 0 -2.114254e+00 0.0406201 0.1173469 FALSE
2011 LDR 0.0000000 0 1.718258e+00 0.0932937 0.1624612 FALSE
2011 LAst 0.0000000 0 -1.111069e+00 0.2730119 0.3851180 FALSE
2011 LTO 0.0000000 0 -5.537766e-01 0.5827395 0.7545853 FALSE
2011 LStl 0.0000000 0 -5.147774e-01 0.6094727 0.7545853 FALSE
2011 LBlk 0.0000000 0 1.794476e-01 0.8584702 0.9643249 FALSE
2011 LPF 0.0000000 0 -1.700485e+00 0.0966143 0.1624612 FALSE
2011 WFGM2 1.1437219 0 2.512554e+15 0.0000000 0.0000000 TRUE
2011 WFGA2 0.0000000 0 -1.941611e+00 0.0590776 0.1396380 FALSE
2011 LFGM2 -0.9808827 0 -3.459026e+15 0.0000000 0.0000000 TRUE
2012 (Intercept) 0.0000000 0 -6.671280e+00 0.0000000 0.0000002 TRUE
2012 WFGM3 1.0055148 0 2.584277e+15 0.0000000 0.0000000 TRUE
2012 WFGA3 0.0000000 0 9.027920e-02 0.9285050 0.9650450 FALSE
2012 WFTM 0.7007912 0 1.116347e+15 0.0000000 0.0000000 TRUE
2012 WFTA 0.0000000 0 4.409210e-02 0.9650450 0.9650450 FALSE
2012 WOR 0.0000000 0 -4.163141e-01 0.6793515 0.8729225 FALSE
2012 WDR 0.0000000 0 -1.865014e+00 0.0693476 0.1639126 FALSE
2012 WAst 0.0000000 0 -2.493075e+00 0.0167939 0.0545803 FALSE
2012 WTO 0.0000000 0 1.952968e+00 0.0576721 0.1499474 FALSE
2012 WStl 0.0000000 0 -1.077222e+00 0.2876788 0.5342607 FALSE
2012 WBlk 0.0000000 0 1.514372e+00 0.1376032 0.2981403 FALSE
2012 WPF 0.0000000 0 -3.193710e-01 0.7510668 0.8876244 FALSE
2012 LFGM3 -0.9573366 0 -2.478513e+15 0.0000000 0.0000000 TRUE
2012 LFGA3 0.0000000 0 -6.407470e-01 0.5252525 0.7586980 FALSE
2012 LFTM -0.6007469 0 -1.106147e+15 0.0000000 0.0000000 TRUE
2012 LFTA 0.0000000 0 1.345022e+00 0.1860112 0.3720223 FALSE
2012 LOR 0.0000000 0 6.589220e-02 0.9477839 0.9650450 FALSE
2012 LDR 0.0000000 0 2.138636e+00 0.0384709 0.1111383 FALSE
2012 LAst 0.0000000 0 7.079199e-01 0.4830002 0.7387062 FALSE
2012 LTO 0.0000000 0 -8.157792e-01 0.4193407 0.6814286 FALSE
2012 LStl 0.0000000 0 4.949036e-01 0.6233100 0.8529505 FALSE
2012 LBlk 0.0000000 0 9.946926e-01 0.3257203 0.5645818 FALSE
2012 LPF 0.0000000 0 2.271709e-01 0.8214198 0.9285616 FALSE
2012 WFGM2 1.1437219 0 1.890021e+15 0.0000000 0.0000000 TRUE
2012 WFGA2 0.0000000 0 -3.811598e-01 0.7050528 0.8729225 FALSE
2012 LFGM2 -0.9808827 0 -2.202705e+15 0.0000000 0.0000000 TRUE
2013 (Intercept) 0.0000000 0 -2.782270e+00 0.0081227 0.0301701 TRUE
2013 WFGM3 1.0055148 0 2.492199e+15 0.0000000 0.0000000 TRUE
2013 WFGA3 0.0000000 0 1.657291e+00 0.1050943 0.2277044 FALSE
2013 WFTM 0.7007912 0 1.219926e+15 0.0000000 0.0000000 TRUE
2013 WFTA 0.0000000 0 1.282593e+00 0.2068387 0.3543249 FALSE
2013 WOR 0.0000000 0 -1.423098e+00 0.1622730 0.3013641 FALSE
2013 WDR 0.0000000 0 -1.125969e+00 0.2667264 0.3569365 FALSE
2013 WAst 0.0000000 0 -2.259062e+00 0.0292618 0.0845341 FALSE
2013 WTO 0.0000000 0 1.786321e+00 0.0814439 0.1925037 FALSE
2013 WStl 0.0000000 0 -1.107422e+00 0.2745666 0.3569365 FALSE
2013 WBlk 0.0000000 0 -1.567820e+00 0.1246097 0.2492194 FALSE
2013 WPF 0.0000000 0 -2.358707e+00 0.0231864 0.0753558 FALSE
2013 LFGM3 -0.9573366 0 -3.139246e+15 0.0000000 0.0000000 TRUE
2013 LFGA3 0.0000000 0 1.201134e+00 0.2365923 0.3569365 FALSE
2013 LFTM -0.6007469 0 -1.272171e+15 0.0000000 0.0000000 TRUE
2013 LFTA 0.0000000 0 2.096965e+00 0.0422072 0.1097387 FALSE
2013 LOR 0.0000000 0 -8.633461e-01 0.3929697 0.4865339 FALSE
2013 LDR 0.0000000 0 -1.121028e+00 0.2687991 0.3569365 FALSE
2013 LAst 0.0000000 0 -2.146635e-01 0.8310938 0.9003517 FALSE
2013 LTO 0.0000000 0 -5.379521e-01 0.5935185 0.6709339 FALSE
2013 LStl 0.0000000 0 6.317100e-02 0.9499374 0.9499374 FALSE
2013 LBlk 0.0000000 0 5.758011e-01 0.5678969 0.6709339 FALSE
2013 LPF 0.0000000 0 1.173808e-01 0.9071314 0.9434167 FALSE
2013 WFGM2 1.1437219 0 1.948472e+15 0.0000000 0.0000000 TRUE
2013 WFGA2 0.0000000 0 1.250945e+00 0.2180461 0.3543249 FALSE
2013 LFGM2 -0.9808827 0 -2.576981e+15 0.0000000 0.0000000 TRUE
2014 (Intercept) 0.0000000 0 -7.425308e+00 0.0000000 0.0000000 TRUE
2014 WFGM3 1.0055148 0 1.957268e+15 0.0000000 0.0000000 TRUE
2014 WFGA3 0.0000000 0 2.807091e+00 0.0076170 0.0217145 TRUE
2014 WFTM 0.7007912 0 1.362708e+15 0.0000000 0.0000000 TRUE
2014 WFTA 0.0000000 0 2.728054e+00 0.0093375 0.0220704 TRUE
2014 WOR 0.0000000 0 -3.182779e+00 0.0027821 0.0090417 TRUE
2014 WDR 0.0000000 0 -3.884581e-01 0.6996870 0.7772896 FALSE
2014 WAst 0.0000000 0 -7.357541e-01 0.4660689 0.6377785 FALSE
2014 WTO 0.0000000 0 -8.447626e-01 0.4031461 0.6257255 FALSE
2014 WStl 0.0000000 0 9.235262e-01 0.3611365 0.6257255 FALSE
2014 WBlk 0.0000000 0 -7.469729e-01 0.4593424 0.6377785 FALSE
2014 WPF 0.0000000 0 -5.535732e-01 0.5828775 0.7216578 FALSE
2014 LFGM3 -0.9573366 0 -2.740642e+15 0.0000000 0.0000000 TRUE
2014 LFGA3 0.0000000 0 4.924710e-02 0.9609615 0.9609615 FALSE
2014 LFTM -0.6007469 0 -1.548221e+15 0.0000000 0.0000000 TRUE
2014 LFTA 0.0000000 0 5.058523e-01 0.6156694 0.7276093 FALSE
2014 LOR 0.0000000 0 3.643108e-01 0.7174981 0.7772896 FALSE
2014 LDR 0.0000000 0 -2.607998e+00 0.0126477 0.0274034 TRUE
2014 LAst 0.0000000 0 -1.903120e-01 0.8500038 0.8840040 FALSE
2014 LTO 0.0000000 0 -1.266517e+00 0.2124763 0.3945988 FALSE
2014 LStl 0.0000000 0 8.339743e-01 0.4091282 0.6257255 FALSE
2014 LBlk 0.0000000 0 -6.006756e-01 0.5513624 0.7167711 FALSE
2014 LPF 0.0000000 0 -1.377700e+00 0.1757699 0.3515397 FALSE
2014 WFGM2 1.1437219 0 1.677221e+15 0.0000000 0.0000000 TRUE
2014 WFGA2 0.0000000 0 2.771500e+00 0.0083517 0.0217145 TRUE
2014 LFGM2 -0.9808827 0 -2.833620e+15 0.0000000 0.0000000 TRUE
2015 (Intercept) 0.0000000 0 -4.565404e+00 0.0000448 0.0001665 TRUE
2015 WFGM3 1.0055148 0 1.888603e+15 0.0000000 0.0000000 TRUE
2015 WFGA3 0.0000000 0 -1.288558e+00 0.2047758 0.4436810 FALSE
2015 WFTM 0.7007912 0 9.308090e+14 0.0000000 0.0000000 TRUE
2015 WFTA 0.0000000 0 -7.395912e-01 0.4637619 0.6442922 FALSE
2015 WOR 0.0000000 0 1.292486e+00 0.2034259 0.4436810 FALSE
2015 WDR 0.0000000 0 -1.341535e+00 0.1871305 0.4436810 FALSE
2015 WAst 0.0000000 0 -2.842635e-01 0.7776392 0.9080429 FALSE
2015 WTO 0.0000000 0 7.262700e-03 0.9942404 0.9942404 FALSE
2015 WStl 0.0000000 0 -5.888200e-01 0.5592123 0.7147758 FALSE
2015 WBlk 0.0000000 0 -2.140694e-01 0.8315540 0.9080429 FALSE
2015 WPF 0.0000000 0 8.508031e-01 0.3998204 0.6442922 FALSE
2015 LFGM3 -0.9573366 0 -2.699831e+15 0.0000000 0.0000000 TRUE
2015 LFGA3 0.0000000 0 -5.617879e-01 0.5773189 0.7147758 FALSE
2015 LFTM -0.6007469 0 -1.300012e+15 0.0000000 0.0000000 TRUE
2015 LFTA 0.0000000 0 -7.571075e-01 0.4533147 0.6442922 FALSE
2015 LOR 0.0000000 0 1.534124e+00 0.1326804 0.3832989 FALSE
2015 LDR 0.0000000 0 1.592412e+00 0.1189737 0.3832989 FALSE
2015 LAst 0.0000000 0 -8.547163e-01 0.3976752 0.6442922 FALSE
2015 LTO 0.0000000 0 1.607009e-01 0.8731182 0.9080429 FALSE
2015 LStl 0.0000000 0 1.607883e-01 0.8730498 0.9080429 FALSE
2015 LBlk 0.0000000 0 1.120761e+00 0.2689115 0.5317629 FALSE
2015 LPF 0.0000000 0 -7.278714e-01 0.4708289 0.6442922 FALSE
2015 WFGM2 1.1437219 0 1.830531e+15 0.0000000 0.0000000 TRUE
2015 WFGA2 0.0000000 0 -1.080274e+00 0.2863339 0.5317629 FALSE
2015 LFGM2 -0.9808827 0 -2.360779e+15 0.0000000 0.0000000 TRUE
2016 (Intercept) 0.0000000 0 -1.080135e+00 0.2863950 0.5727900 FALSE
2016 WFGM3 1.0055148 0 1.659104e+15 0.0000000 0.0000000 TRUE
2016 WFGA3 0.0000000 0 -1.684400e-02 0.9866428 0.9866428 FALSE
2016 WFTM 0.7007912 0 7.915325e+14 0.0000000 0.0000000 TRUE
2016 WFTA 0.0000000 0 -2.498265e-01 0.8039690 0.8783533 FALSE
2016 WOR 0.0000000 0 -3.090058e-01 0.7588819 0.8783533 FALSE
2016 WDR 0.0000000 0 2.409592e-01 0.8107877 0.8783533 FALSE
2016 WAst 0.0000000 0 -1.429465e+00 0.1604465 0.3476340 FALSE
2016 WTO 0.0000000 0 -1.443411e+00 0.1565026 0.3476340 FALSE
2016 WStl 0.0000000 0 -5.687592e-01 0.5726221 0.7834374 FALSE
2016 WBlk 0.0000000 0 2.524360e-02 0.9799831 0.9866428 FALSE
2016 WPF 0.0000000 0 -1.997398e+00 0.0524472 0.1603027 FALSE
2016 LFGM3 -0.9573366 0 -1.893508e+15 0.0000000 0.0000000 TRUE
2016 LFGA3 0.0000000 0 5.246612e-01 0.6026442 0.7834374 FALSE
2016 LFTM -0.6007469 0 -1.109334e+15 0.0000000 0.0000000 TRUE
2016 LFTA 0.0000000 0 2.555826e+00 0.0143975 0.0534765 FALSE
2016 LOR 0.0000000 0 -8.891162e-01 0.3791277 0.6161867 FALSE
2016 LDR 0.0000000 0 -1.024158e+00 0.3117656 0.5789932 FALSE
2016 LAst 0.0000000 0 1.971088e+00 0.0554894 0.1603027 FALSE
2016 LTO 0.0000000 0 5.583575e-01 0.5796369 0.7834374 FALSE
2016 LStl 0.0000000 0 -7.891504e-01 0.4345640 0.6646274 FALSE
2016 LBlk 0.0000000 0 8.889956e-01 0.3791918 0.6161867 FALSE
2016 LPF 0.0000000 0 1.734910e+00 0.0902693 0.2347003 FALSE
2016 WFGM2 1.1437219 0 1.457758e+15 0.0000000 0.0000000 TRUE
2016 WFGA2 0.0000000 0 3.199047e-01 0.7506651 0.8783533 FALSE
2016 LFGM2 -0.9808827 0 -1.746246e+15 0.0000000 0.0000000 TRUE
2017 (Intercept) 0.0000000 0 -1.034253e+00 0.3070799 0.5259485 FALSE
2017 WFGM3 1.0055148 0 3.782204e+15 0.0000000 0.0000000 TRUE
2017 WFGA3 0.0000000 0 1.133323e+00 0.2636623 0.5259485 FALSE
2017 WFTM 0.7007912 0 1.974464e+15 0.0000000 0.0000000 TRUE
2017 WFTA 0.0000000 0 1.263413e+00 0.2135781 0.5259485 FALSE
2017 WOR 0.0000000 0 -1.353423e+00 0.1833356 0.5259485 FALSE
2017 WDR 0.0000000 0 -2.679517e+00 0.0105654 0.0392430 TRUE
2017 WAst 0.0000000 0 9.681987e-01 0.3386221 0.5259485 FALSE
2017 WTO 0.0000000 0 1.795472e+00 0.0799517 0.2598429 FALSE
2017 WStl 0.0000000 0 8.259231e-01 0.4136281 0.5783443 FALSE
2017 WBlk 0.0000000 0 -3.895977e-01 0.6988505 0.8259143 FALSE
2017 WPF 0.0000000 0 -7.244050e-02 0.9426036 0.9426036 FALSE
2017 LFGM3 -0.9573366 0 -3.459743e+15 0.0000000 0.0000000 TRUE
2017 LFGA3 0.0000000 0 -7.714220e-01 0.4448802 0.5783443 FALSE
2017 LFTM -0.6007469 0 -1.344840e+15 0.0000000 0.0000000 TRUE
2017 LFTA 0.0000000 0 1.031317e-01 0.9183613 0.9426036 FALSE
2017 LOR 0.0000000 0 -1.615434e-01 0.8724589 0.9426036 FALSE
2017 LDR 0.0000000 0 2.097734e-01 0.8348835 0.9426036 FALSE
2017 LAst 0.0000000 0 5.482705e-01 0.5864793 0.7261173 FALSE
2017 LTO 0.0000000 0 -1.180029e+00 0.2447901 0.5259485 FALSE
2017 LStl 0.0000000 0 9.575759e-01 0.3438894 0.5259485 FALSE
2017 LBlk 0.0000000 0 -8.098555e-01 0.4226988 0.5783443 FALSE
2017 LPF 0.0000000 0 -1.069959e+00 0.2908964 0.5259485 FALSE
2017 WFGM2 1.1437219 0 2.589263e+15 0.0000000 0.0000000 TRUE
2017 WFGA2 0.0000000 0 1.066382e+00 0.2924906 0.5259485 FALSE
2017 LFGM2 -0.9808827 0 -3.483274e+15 0.0000000 0.0000000 TRUE
2018 (Intercept) 0.0000000 0 -3.400327e+00 0.0015115 0.0043665 TRUE
2018 WFGM3 1.0055148 0 2.517858e+15 0.0000000 0.0000000 TRUE
2018 WFGA3 0.0000000 0 -1.852846e+00 0.0711116 0.1232602 FALSE
2018 WFTM 0.7007912 0 1.415565e+15 0.0000000 0.0000000 TRUE
2018 WFTA 0.0000000 0 -5.960114e-01 0.5544440 0.6267628 FALSE
2018 WOR 0.0000000 0 2.492743e+00 0.0168076 0.0312140 TRUE
2018 WDR 0.0000000 0 4.351837e+00 0.0000876 0.0003253 TRUE
2018 WAst 0.0000000 0 6.258456e-01 0.5348849 0.6267628 FALSE
2018 WTO 0.0000000 0 -3.421180e+00 0.0014243 0.0043665 TRUE
2018 WStl 0.0000000 0 -2.580276e+00 0.0135516 0.0271033 TRUE
2018 WBlk 0.0000000 0 3.032129e-01 0.7632609 0.7632609 FALSE
2018 WPF 0.0000000 0 -9.736709e-01 0.3359298 0.4159131 FALSE
2018 LFGM3 -0.9573366 0 -3.485051e+15 0.0000000 0.0000000 TRUE
2018 LFGA3 0.0000000 0 -1.257603e+00 0.2156515 0.3076801 FALSE
2018 LFTM -0.6007469 0 -1.447834e+15 0.0000000 0.0000000 TRUE
2018 LFTA 0.0000000 0 1.638751e+00 0.1089176 0.1665799 FALSE
2018 LOR 0.0000000 0 2.585971e+00 0.0133612 0.0271033 TRUE
2018 LDR 0.0000000 0 -1.232338e+00 0.2248431 0.3076801 FALSE
2018 LAst 0.0000000 0 -1.181144e+00 0.2443519 0.3176575 FALSE
2018 LTO 0.0000000 0 2.737882e+00 0.0091055 0.0215815 TRUE
2018 LStl 0.0000000 0 2.736806e+00 0.0091306 0.0215815 TRUE
2018 LBlk 0.0000000 0 -4.734304e-01 0.6384173 0.6916187 FALSE
2018 LPF 0.0000000 0 -3.991236e-01 0.6918735 0.7195484 FALSE
2018 WFGM2 1.1437219 0 1.873011e+15 0.0000000 0.0000000 TRUE
2018 WFGA2 0.0000000 0 -1.703894e+00 0.0959700 0.1559513 FALSE
2018 LFGM2 -0.9808827 0 -2.380474e+15 0.0000000 0.0000000 TRUE

Significant Only

df_level1_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()
Season term estimate std.error statistic p.value p.value.fdr sig.fdr.05
2003 (Intercept) 0.0000000 0 -3.980646e+00 0.0002991 0.0011108 TRUE
2003 WFGM3 1.0055148 0 2.458739e+15 0.0000000 0.0000000 TRUE
2003 WFTM 0.7007912 0 1.171781e+15 0.0000000 0.0000000 TRUE
2003 LFGM3 -0.9573366 0 -2.429037e+15 0.0000000 0.0000000 TRUE
2003 LFTM -0.6007469 0 -1.256975e+15 0.0000000 0.0000000 TRUE
2003 WFGM2 1.1437219 0 1.998138e+15 0.0000000 0.0000000 TRUE
2003 LFGM2 -0.9808827 0 -2.269682e+15 0.0000000 0.0000000 TRUE
2004 (Intercept) 0.0000000 0 -4.892456e+00 0.0000186 0.0000690 TRUE
2004 WFGM3 1.0055148 0 3.276141e+15 0.0000000 0.0000000 TRUE
2004 WFTM 0.7007912 0 1.878275e+15 0.0000000 0.0000000 TRUE
2004 WPF 0.0000000 0 2.628223e+00 0.0123149 0.0355763 TRUE
2004 LFGM3 -0.9573366 0 -4.207307e+15 0.0000000 0.0000000 TRUE
2004 LFGA3 0.0000000 0 2.679750e+00 0.0108314 0.0352021 TRUE
2004 LFTM -0.6007469 0 -1.507358e+15 0.0000000 0.0000000 TRUE
2004 WFGM2 1.1437219 0 2.557505e+15 0.0000000 0.0000000 TRUE
2004 LFGM2 -0.9808827 0 -4.124071e+15 0.0000000 0.0000000 TRUE
2005 WFGM3 1.0055148 0 2.607294e+15 0.0000000 0.0000000 TRUE
2005 WFTM 0.7007912 0 1.554040e+15 0.0000000 0.0000000 TRUE
2005 LFGM3 -0.9573366 0 -3.363804e+15 0.0000000 0.0000000 TRUE
2005 LFTM -0.6007469 0 -1.685573e+15 0.0000000 0.0000000 TRUE
2005 WFGM2 1.1437219 0 1.763915e+15 0.0000000 0.0000000 TRUE
2005 LFGM2 -0.9808827 0 -2.854864e+15 0.0000000 0.0000000 TRUE
2006 (Intercept) 0.0000000 0 -4.546878e+00 0.0000541 0.0002008 TRUE
2006 WFGM3 1.0055148 0 2.648482e+15 0.0000000 0.0000000 TRUE
2006 WFTM 0.7007912 0 1.232523e+15 0.0000000 0.0000000 TRUE
2006 WDR 0.0000000 0 4.269652e+00 0.0001259 0.0004091 TRUE
2006 WTO 0.0000000 0 -2.620506e+00 0.0125525 0.0326365 TRUE
2006 LFGM3 -0.9573366 0 -2.007214e+15 0.0000000 0.0000000 TRUE
2006 LFTM -0.6007469 0 -1.402315e+15 0.0000000 0.0000000 TRUE
2006 LTO 0.0000000 0 2.937558e+00 0.0055945 0.0161619 TRUE
2006 WFGM2 1.1437219 0 1.871077e+15 0.0000000 0.0000000 TRUE
2006 LFGM2 -0.9808827 0 -2.189369e+15 0.0000000 0.0000000 TRUE
2007 WFGM3 1.0055148 0 2.426067e+15 0.0000000 0.0000000 TRUE
2007 WFTM 0.7007912 0 1.447388e+15 0.0000000 0.0000000 TRUE
2007 WAst 0.0000000 0 -2.962947e+00 0.0052338 0.0194397 TRUE
2007 LFGM3 -0.9573366 0 -2.433538e+15 0.0000000 0.0000000 TRUE
2007 LFTM -0.6007469 0 -1.498755e+15 0.0000000 0.0000000 TRUE
2007 WFGM2 1.1437219 0 2.006994e+15 0.0000000 0.0000000 TRUE
2007 LFGM2 -0.9808827 0 -2.381724e+15 0.0000000 0.0000000 TRUE
2008 (Intercept) 0.0000000 0 -2.644988e+00 0.0118128 0.0414454 TRUE
2008 WFGM3 1.0055148 0 1.287720e+15 0.0000000 0.0000000 TRUE
2008 WFTM 0.7007912 0 6.324543e+14 0.0000000 0.0000000 TRUE
2008 WStl 0.0000000 0 2.614117e+00 0.0127524 0.0414454 TRUE
2008 LFGM3 -0.9573366 0 -2.174801e+15 0.0000000 0.0000000 TRUE
2008 LFTM -0.6007469 0 -1.165442e+15 0.0000000 0.0000000 TRUE
2008 WFGM2 1.1437219 0 8.931258e+14 0.0000000 0.0000000 TRUE
2008 LFGM2 -0.9808827 0 -2.108484e+15 0.0000000 0.0000000 TRUE
2009 WFGM3 1.0055148 0 2.684209e+15 0.0000000 0.0000000 TRUE
2009 WFTM 0.7007912 0 1.425829e+15 0.0000000 0.0000000 TRUE
2009 WStl 0.0000000 0 2.547198e+00 0.0150296 0.0488462 TRUE
2009 WPF 0.0000000 0 -3.560088e+00 0.0010161 0.0037739 TRUE
2009 LFGM3 -0.9573366 0 -3.165679e+15 0.0000000 0.0000000 TRUE
2009 LFTM -0.6007469 0 -1.365022e+15 0.0000000 0.0000000 TRUE
2009 WFGM2 1.1437219 0 2.020995e+15 0.0000000 0.0000000 TRUE
2009 LFGM2 -0.9808827 0 -2.835589e+15 0.0000000 0.0000000 TRUE
2010 WFGM3 1.0055148 0 2.098605e+15 0.0000000 0.0000000 TRUE
2010 WFTM 0.7007912 0 1.135292e+15 0.0000000 0.0000000 TRUE
2010 LFGM3 -0.9573366 0 -3.025026e+15 0.0000000 0.0000000 TRUE
2010 LFTM -0.6007469 0 -1.168841e+15 0.0000000 0.0000000 TRUE
2010 WFGM2 1.1437219 0 1.906552e+15 0.0000000 0.0000000 TRUE
2010 LFGM2 -0.9808827 0 -2.246774e+15 0.0000000 0.0000000 TRUE
2011 (Intercept) 0.0000000 0 -5.105359e+00 0.0000080 0.0000297 TRUE
2011 WFGM3 1.0055148 0 3.429226e+15 0.0000000 0.0000000 TRUE
2011 WFTM 0.7007912 0 1.705704e+15 0.0000000 0.0000000 TRUE
2011 LFGM3 -0.9573366 0 -4.168754e+15 0.0000000 0.0000000 TRUE
2011 LFTM -0.6007469 0 -1.829292e+15 0.0000000 0.0000000 TRUE
2011 WFGM2 1.1437219 0 2.512554e+15 0.0000000 0.0000000 TRUE
2011 LFGM2 -0.9808827 0 -3.459026e+15 0.0000000 0.0000000 TRUE
2012 (Intercept) 0.0000000 0 -6.671280e+00 0.0000000 0.0000002 TRUE
2012 WFGM3 1.0055148 0 2.584277e+15 0.0000000 0.0000000 TRUE
2012 WFTM 0.7007912 0 1.116347e+15 0.0000000 0.0000000 TRUE
2012 LFGM3 -0.9573366 0 -2.478513e+15 0.0000000 0.0000000 TRUE
2012 LFTM -0.6007469 0 -1.106147e+15 0.0000000 0.0000000 TRUE
2012 WFGM2 1.1437219 0 1.890021e+15 0.0000000 0.0000000 TRUE
2012 LFGM2 -0.9808827 0 -2.202705e+15 0.0000000 0.0000000 TRUE
2013 (Intercept) 0.0000000 0 -2.782270e+00 0.0081227 0.0301701 TRUE
2013 WFGM3 1.0055148 0 2.492199e+15 0.0000000 0.0000000 TRUE
2013 WFTM 0.7007912 0 1.219926e+15 0.0000000 0.0000000 TRUE
2013 LFGM3 -0.9573366 0 -3.139246e+15 0.0000000 0.0000000 TRUE
2013 LFTM -0.6007469 0 -1.272171e+15 0.0000000 0.0000000 TRUE
2013 WFGM2 1.1437219 0 1.948472e+15 0.0000000 0.0000000 TRUE
2013 LFGM2 -0.9808827 0 -2.576981e+15 0.0000000 0.0000000 TRUE
2014 (Intercept) 0.0000000 0 -7.425308e+00 0.0000000 0.0000000 TRUE
2014 WFGM3 1.0055148 0 1.957268e+15 0.0000000 0.0000000 TRUE
2014 WFGA3 0.0000000 0 2.807091e+00 0.0076170 0.0217145 TRUE
2014 WFTM 0.7007912 0 1.362708e+15 0.0000000 0.0000000 TRUE
2014 WFTA 0.0000000 0 2.728054e+00 0.0093375 0.0220704 TRUE
2014 WOR 0.0000000 0 -3.182779e+00 0.0027821 0.0090417 TRUE
2014 LFGM3 -0.9573366 0 -2.740642e+15 0.0000000 0.0000000 TRUE
2014 LFTM -0.6007469 0 -1.548221e+15 0.0000000 0.0000000 TRUE
2014 LDR 0.0000000 0 -2.607998e+00 0.0126477 0.0274034 TRUE
2014 WFGM2 1.1437219 0 1.677221e+15 0.0000000 0.0000000 TRUE
2014 WFGA2 0.0000000 0 2.771500e+00 0.0083517 0.0217145 TRUE
2014 LFGM2 -0.9808827 0 -2.833620e+15 0.0000000 0.0000000 TRUE
2015 (Intercept) 0.0000000 0 -4.565404e+00 0.0000448 0.0001665 TRUE
2015 WFGM3 1.0055148 0 1.888603e+15 0.0000000 0.0000000 TRUE
2015 WFTM 0.7007912 0 9.308090e+14 0.0000000 0.0000000 TRUE
2015 LFGM3 -0.9573366 0 -2.699831e+15 0.0000000 0.0000000 TRUE
2015 LFTM -0.6007469 0 -1.300012e+15 0.0000000 0.0000000 TRUE
2015 WFGM2 1.1437219 0 1.830531e+15 0.0000000 0.0000000 TRUE
2015 LFGM2 -0.9808827 0 -2.360779e+15 0.0000000 0.0000000 TRUE
2016 WFGM3 1.0055148 0 1.659104e+15 0.0000000 0.0000000 TRUE
2016 WFTM 0.7007912 0 7.915325e+14 0.0000000 0.0000000 TRUE
2016 LFGM3 -0.9573366 0 -1.893508e+15 0.0000000 0.0000000 TRUE
2016 LFTM -0.6007469 0 -1.109334e+15 0.0000000 0.0000000 TRUE
2016 WFGM2 1.1437219 0 1.457758e+15 0.0000000 0.0000000 TRUE
2016 LFGM2 -0.9808827 0 -1.746246e+15 0.0000000 0.0000000 TRUE
2017 WFGM3 1.0055148 0 3.782204e+15 0.0000000 0.0000000 TRUE
2017 WFTM 0.7007912 0 1.974464e+15 0.0000000 0.0000000 TRUE
2017 WDR 0.0000000 0 -2.679517e+00 0.0105654 0.0392430 TRUE
2017 LFGM3 -0.9573366 0 -3.459743e+15 0.0000000 0.0000000 TRUE
2017 LFTM -0.6007469 0 -1.344840e+15 0.0000000 0.0000000 TRUE
2017 WFGM2 1.1437219 0 2.589263e+15 0.0000000 0.0000000 TRUE
2017 LFGM2 -0.9808827 0 -3.483274e+15 0.0000000 0.0000000 TRUE
2018 (Intercept) 0.0000000 0 -3.400327e+00 0.0015115 0.0043665 TRUE
2018 WFGM3 1.0055148 0 2.517858e+15 0.0000000 0.0000000 TRUE
2018 WFTM 0.7007912 0 1.415565e+15 0.0000000 0.0000000 TRUE
2018 WOR 0.0000000 0 2.492743e+00 0.0168076 0.0312140 TRUE
2018 WDR 0.0000000 0 4.351837e+00 0.0000876 0.0003253 TRUE
2018 WTO 0.0000000 0 -3.421180e+00 0.0014243 0.0043665 TRUE
2018 WStl 0.0000000 0 -2.580276e+00 0.0135516 0.0271033 TRUE
2018 LFGM3 -0.9573366 0 -3.485051e+15 0.0000000 0.0000000 TRUE
2018 LFTM -0.6007469 0 -1.447834e+15 0.0000000 0.0000000 TRUE
2018 LOR 0.0000000 0 2.585971e+00 0.0133612 0.0271033 TRUE
2018 LTO 0.0000000 0 2.737882e+00 0.0091055 0.0215815 TRUE
2018 LStl 0.0000000 0 2.736806e+00 0.0091306 0.0215815 TRUE
2018 WFGM2 1.1437219 0 1.873011e+15 0.0000000 0.0000000 TRUE
2018 LFGM2 -0.9808827 0 -2.380474e+15 0.0000000 0.0000000 TRUE

Second-Level Analysis

colnames(df_level1_tidy)[2] <- "term_level1"
df_level2_tidy <- df_level1_tidy %>%
  group_by(term_level1) %>%
  do(level2 = lm(estimate ~ Season, .)) %>%
  tidy(level2) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05") %>%
  tidy_lm_add_r_squared(., n = nrow(df_level1_tidy))
## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable

## Warning in summary.lm(x): essentially perfect fit: summary may be
## unreliable
df_level2_tidy %>% nice_tables()
term_level1 term estimate std.error statistic p.value p.value.fdr sig.fdr.05 r.squared adj.r.squared
(Intercept) (Intercept) 0.0000000 0 3.126071e-01 0.7591871 0.7591871 FALSE 0.0002360 -0.0021789
(Intercept) Season 0.0000000 0 -3.264261e-01 0.7489306 0.7591871 FALSE 0.0002573 -0.0021575
LAst (Intercept) 0.0000000 0 -1.185230e-01 0.9073371 0.9076425 FALSE 0.0000339 -0.0023814
LAst Season 0.0000000 0 1.181304e-01 0.9076425 0.9076425 FALSE 0.0000337 -0.0023817
LBlk (Intercept) 0.0000000 0 -1.185928e+00 0.2553888 0.2554028 FALSE 0.0033857 0.0009784
LBlk Season 0.0000000 0 1.185891e+00 0.2554028 0.2554028 FALSE 0.0033855 0.0009782
LDR (Intercept) 0.0000000 0 1.145632e+00 0.2711539 0.2711539 FALSE 0.0031602 0.0007524
LDR Season 0.0000000 0 -1.145737e+00 0.2711118 0.2711539 FALSE 0.0031608 0.0007530
LFGA3 (Intercept) 0.0000000 0 4.912029e-01 0.6308936 0.6308936 FALSE 0.0005825 -0.0018316
LFGA3 Season 0.0000000 0 -4.924225e-01 0.6300530 0.6308936 FALSE 0.0005854 -0.0018287
LFGM2 (Intercept) -0.9808827 0 -1.300059e+13 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFGM2 Season 0.0000000 0 6.090890e-02 0.9522927 0.9522927 FALSE 0.0000090 -0.0024065
LFGM3 (Intercept) -0.9573366 0 -1.352445e+13 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFGM3 Season 0.0000000 0 -1.947650e-01 0.8483751 0.8483751 FALSE 0.0000916 -0.0023236
LFTA (Intercept) 0.0000000 0 -1.379287e+00 0.1894424 0.1894424 FALSE 0.0045742 0.0021698
LFTA Season 0.0000000 0 1.383846e+00 0.1880721 0.1894424 FALSE 0.0046044 0.0022000
LFTM (Intercept) -0.6007469 0 -9.985777e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
LFTM Season 0.0000000 0 -6.111036e-01 0.5509249 0.5509249 FALSE 0.0009012 -0.0015120
LOR (Intercept) 0.0000000 0 -1.227797e+00 0.2397669 0.2401770 FALSE 0.0036281 0.0012214
LOR Season 0.0000000 0 1.226672e+00 0.2401770 0.2401770 FALSE 0.0036214 0.0012147
LPF (Intercept) 0.0000000 0 1.192617e+00 0.2528414 0.2533198 FALSE 0.0034238 0.0010166
LPF Season 0.0000000 0 -1.191357e+00 0.2533198 0.2533198 FALSE 0.0034166 0.0010094
LStl (Intercept) 0.0000000 0 -1.761807e+00 0.0999132 0.0999132 FALSE 0.0074417 0.0050442
LStl Season 0.0000000 0 1.762929e+00 0.0997176 0.0999132 FALSE 0.0074511 0.0050537
LTO (Intercept) 0.0000000 0 -9.385498e-01 0.3638730 0.3639821 FALSE 0.0021232 -0.0002871
LTO Season 0.0000000 0 9.383299e-01 0.3639821 0.3639821 FALSE 0.0021222 -0.0002881
WAst (Intercept) 0.0000000 0 1.088356e+00 0.2948193 0.2948193 FALSE 0.0028530 0.0004444
WAst Season 0.0000000 0 -1.089478e+00 0.2943417 0.2948193 FALSE 0.0028589 0.0004503
WBlk (Intercept) 0.0000000 0 -3.405225e-01 0.7385189 0.7398389 FALSE 0.0002800 -0.0021348
WBlk Season 0.0000000 0 3.387313e-01 0.7398389 0.7398389 FALSE 0.0002771 -0.0021377
WDR (Intercept) 0.0000000 0 4.246270e-02 0.9667295 0.9667457 FALSE 0.0000044 -0.0024111
WDR Season 0.0000000 0 -4.244200e-02 0.9667457 0.9667457 FALSE 0.0000044 -0.0024111
WFGA2 (Intercept) 0.0000000 0 -6.632673e-01 0.5179323 0.5185796 FALSE 0.0010615 -0.0013514
WFGA2 Season 0.0000000 0 6.622262e-01 0.5185796 0.5185796 FALSE 0.0010582 -0.0013547
WFGA3 (Intercept) 0.0000000 0 -1.777355e-01 0.8614767 0.8614767 FALSE 0.0000763 -0.0023390
WFGA3 Season 0.0000000 0 1.781881e-01 0.8611279 0.8614767 FALSE 0.0000767 -0.0023386
WFGM2 (Intercept) 1.1437219 0 1.171219e+13 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFGM2 Season 0.0000000 0 -7.932976e-01 0.4408427 0.4408427 FALSE 0.0015178 -0.0008940
WFGM3 (Intercept) 1.0055148 0 1.118114e+13 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFGM3 Season 0.0000000 0 3.650093e-01 0.7205595 0.7205595 FALSE 0.0003217 -0.0020930
WFTA (Intercept) 0.0000000 0 -1.642764e+00 0.1226942 0.1228061 FALSE 0.0064763 0.0040765
WFTA Season 0.0000000 0 1.642228e+00 0.1228061 0.1228061 FALSE 0.0064721 0.0040723
WFTM (Intercept) 0.7007912 0 8.550230e+12 0.0000000 0.0000000 TRUE 1.0000000 1.0000000
WFTM Season 0.0000000 0 -1.097353e+00 0.2910033 0.2910033 FALSE 0.0029002 0.0004918
WOR (Intercept) 0.0000000 0 2.572066e-01 0.8007610 0.8008755 FALSE 0.0001598 -0.0022553
WOR Season 0.0000000 0 -2.570553e-01 0.8008755 0.8008755 FALSE 0.0001596 -0.0022555
WPF (Intercept) 0.0000000 0 1.082738e+00 0.2972212 0.2972212 FALSE 0.0028237 0.0004151
WPF Season 0.0000000 0 -1.085127e+00 0.2961983 0.2972212 FALSE 0.0028361 0.0004275
WStl (Intercept) 0.0000000 0 1.455319e+00 0.1676361 0.1678587 FALSE 0.0050898 0.0026866
WStl Season 0.0000000 0 -1.454503e+00 0.1678587 0.1678587 FALSE 0.0050841 0.0026809
WTO (Intercept) 0.0000000 0 6.611030e-01 0.5192784 0.5192784 FALSE 0.0010546 -0.0013583
WTO Season 0.0000000 0 -6.617312e-01 0.5188875 0.5192784 FALSE 0.0010566 -0.0013563

Significant Only

df_level2_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()
term_level1 term estimate std.error statistic p.value p.value.fdr sig.fdr.05 r.squared adj.r.squared
LFGM2 (Intercept) -0.9808827 0 -1.300059e+13 0 0 TRUE 1 1
LFGM3 (Intercept) -0.9573366 0 -1.352445e+13 0 0 TRUE 1 1
LFTM (Intercept) -0.6007469 0 -9.985777e+12 0 0 TRUE 1 1
WFGM2 (Intercept) 1.1437219 0 1.171219e+13 0 0 TRUE 1 1
WFGM3 (Intercept) 1.0055148 0 1.118114e+13 0 0 TRUE 1 1
WFTM (Intercept) 0.7007912 0 8.550230e+12 0 0 TRUE 1 1

Combined

df_regular_season <- df_regular_season %>%
  mutate(type = -0.5)
df_ncaa_tourney <- df_ncaa_tourney %>%
  mutate(type = 0.5)

df_combined <- rbind(df_regular_season, df_ncaa_tourney)

Summary

summary(df_combined) %>%
  nice_tables() %>%
  scroll_box(width = "100%")
 Season </th>
 WFGM3 </th>
 WFGA3 </th>
  WFTM </th>
  WFTA </th>
  WOR </th>
  WDR </th>
  WAst </th>
  WTO </th>
  WStl </th>
  WBlk </th>
  WPF </th>
 LFGM3 </th>
 LFGA3 </th>
  LFTM </th>
  LFTA </th>
  LOR </th>
  LDR </th>
  LAst </th>
  LTO </th>
  LStl </th>
  LBlk </th>
  LPF </th>
 WFGM2 </th>
 WFGA2 </th>
 LFGM2 </th>
 LFGA2 </th>
diff_score team_id_pair
  type </th>
Min. :2003 Min. :-2.38415 Min. :-3.00802 Min. :-2.62984 Min. :-2.80023 Min. :-2.673827 Min. :-4.2024 Min. :-3.1118 Min. :-2.978797 Min. :-2.2418 Min. :-1.5539 Min. :-3.5004 Min. :-2.238839 Min. :-3.10974 Min. :-2.27323 Min. :-2.52914 Min. :-2.6569 Min. :-3.8708 Min. :-3.0640 Min. :-3.24720 Min. :-2.175211 Min. :-1.43327 Min. :-3.49597 Min. :-3.616074 Min. :-3.91814 Min. :-3.3739 Min. :-5.70169 Min. :-1.2104 Length:83089 Min. :-0.5000
1st Qu.:2007 1st Qu.:-0.66693 1st Qu.:-0.75224 1st Qu.:-0.66490 1st Qu.:-0.71015 1st Qu.:-0.717250 1st Qu.:-0.7321 1st Qu.:-0.6190 1st Qu.:-0.748501 1st Qu.:-0.6479 1st Qu.:-0.7444 1st Qu.:-0.6010 1st Qu.:-0.723445 1st Qu.:-0.73557 1st Qu.:-0.78347 1st Qu.:-0.71205 1st Qu.:-0.7571 1st Qu.:-0.7802 1st Qu.:-0.6524 1st Qu.:-0.75952 1st Qu.:-0.731400 1st Qu.:-0.91683 1st Qu.:-0.62448 1st Qu.:-0.639179 1st Qu.:-0.62040 1st Qu.:-0.5893 1st Qu.:-0.62684 1st Qu.:-0.7599 Class :character 1st Qu.:-0.5000
Median :2011 Median :-0.01028 Median :-0.05815 Median :-0.02558 Median :-0.09542 Median : 0.007277 Median :-0.1197 Median :-0.1658 Median :-0.005069 Median :-0.0103 Median :-0.3397 Median :-0.1177 Median : 0.000927 Median :-0.05724 Median :-0.03899 Median :-0.01317 Median :-0.0447 Median :-0.1179 Median :-0.1165 Median :-0.08106 Median :-0.009494 Median : 0.06329 Median : 0.03818 Median :-0.001273 Median :-0.09276 Median :-0.1252 Median :-0.02979 Median :-0.2159 Mode :character Median :-0.5000
Mean :2011 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.000000 Mean : 0.0000 Mean : 0.0000 Mean : 0.000000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.000000 Mean : 0.00000 Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.000000 Mean : 0.00000 Mean : 0.00000 Mean : 0.000000 Mean : 0.00000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 NA Mean :-0.4874
3rd Qu.:2015 3rd Qu.: 0.64638 3rd Qu.: 0.63594 3rd Qu.: 0.61374 3rd Qu.: 0.64225 3rd Qu.: 0.731804 3rd Qu.: 0.6969 3rd Qu.: 0.6409 3rd Qu.: 0.738364 3rd Qu.: 0.6273 3rd Qu.: 0.4698 3rd Qu.: 0.6071 3rd Qu.: 0.725300 3rd Qu.: 0.62109 3rd Qu.: 0.70550 3rd Qu.: 0.68570 3rd Qu.: 0.6677 3rd Qu.: 0.5443 3rd Qu.: 0.6873 3rd Qu.: 0.59740 3rd Qu.: 0.712411 3rd Qu.: 0.55336 3rd Qu.: 0.70083 3rd Qu.: 0.636634 3rd Qu.: 0.69870 3rd Qu.: 0.5709 3rd Qu.: 0.71651 3rd Qu.: 0.4369 NA 3rd Qu.:-0.5000
Max. :2018 Max. : 6.22792 Max. : 6.53567 Max. : 5.08901 Max. : 5.43714 Max. : 6.528022 Max. : 5.5962 Max. : 5.7263 Max. : 4.951145 Max. : 6.0467 Max. : 6.9457 Max. : 5.6811 Max. : 5.795908 Max. : 6.55651 Max. : 5.54467 Max. : 5.99718 Max. : 5.8920 Max. : 6.0633 Max. : 5.2425 Max. : 6.02507 Max. : 5.765750 Max. : 7.41426 Max. : 5.56027 Max. : 6.165153 Max. : 5.71126 Max. : 5.4439 Max. : 4.44802 Max. : 6.8560 NA Max. : 0.5000

Correlation Matrix

df_combined  %>%
  select(-team_id_pair, -type) %>%
  cor() %>%
  reshape2::melt(., id = "Season") %>%
  ggplot(., aes(Var1, Var2, fill = value)) +
  geom_raster() +
  theme_minimal() +
  theme(axis.text.x = element_text(hjust = 1, angle = 45)) +
  labs(x = "Metric",
       y = "Metric",
       fill = "Correlation") +
  scale_fill_distiller(palette = "RdBu", limits = c(-1, 1))

First-Level Analysis

df_level1_tidy <- df_combined %>%
  select(-team_id_pair) %>%
  group_by(Season) %>%
  do(level1 = lm(diff_score ~ ., data = .)) %>%
  tidy(level1) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05")

df_level1_tidy %>% 
  nice_tables()
Season term estimate std.error statistic p.value p.value.fdr sig.fdr.05
2003 (Intercept) 0.0128208 0.0008243 15.5528459 0.0000000 0.0000000 TRUE
2003 WFGM3 0.9934708 0.0005533 1795.5985123 0.0000000 0.0000000 TRUE
2003 WFGA3 -0.0003550 0.0008570 -0.4142289 0.6787256 0.7282186 FALSE
2003 WFTM 0.6797602 0.0006970 975.3190227 0.0000000 0.0000000 TRUE
2003 WFTA 0.0004976 0.0008665 0.5742883 0.5658005 0.7282186 FALSE
2003 WOR 0.0004161 0.0006212 0.6698796 0.5029678 0.7282186 FALSE
2003 WDR 0.0013688 0.0004436 3.0853197 0.0020453 0.0052062 TRUE
2003 WAst 0.0001400 0.0002664 0.5257075 0.5991165 0.7282186 FALSE
2003 WTO -0.0008102 0.0004141 -1.9566506 0.0504483 0.1086579 FALSE
2003 WStl 0.0002725 0.0002705 1.0072061 0.3138881 0.5493042 FALSE
2003 WBlk -0.0000816 0.0002134 -0.3823614 0.7022108 0.7282186 FALSE
2003 WPF -0.0000177 0.0003847 -0.0460167 0.9632989 0.9632989 FALSE
2003 LFGM3 -0.6923901 0.0247569 -27.9675979 0.0000000 0.0000000 TRUE
2003 LFGA3 -0.4457074 0.0528520 -8.4331221 0.0000000 0.0000000 TRUE
2003 LFTM -0.5836950 0.0005406 -1079.7700673 0.0000000 0.0000000 TRUE
2003 LFTA -0.0004335 0.0005972 -0.7257819 0.4680090 0.7280140 FALSE
2003 LOR 0.0000957 0.0002235 0.4282470 0.6684911 0.7282186 FALSE
2003 LDR -0.0010372 0.0006134 -1.6909655 0.0909104 0.1818208 FALSE
2003 LAst -0.0000950 0.0002369 -0.4009675 0.6884625 0.7282186 FALSE
2003 LTO 0.0009990 0.0004605 2.1691203 0.0301240 0.0702894 FALSE
2003 LStl -0.0001517 0.0002518 -0.6025869 0.5468129 0.7282186 FALSE
2003 LBlk 0.0000867 0.0002099 0.4131389 0.6795239 0.7282186 FALSE
2003 LPF -0.0003553 0.0004167 -0.8526164 0.3939160 0.6488027 FALSE
2003 WFGM2 1.0244417 0.0007220 1418.8187455 0.0000000 0.0000000 TRUE
2003 WFGA2 -0.0013189 0.0011134 -1.1845802 0.2362440 0.4409887 FALSE
2003 LFGM2 -0.6113173 0.0386235 -15.8276199 0.0000000 0.0000000 TRUE
2003 LFGA2 -0.5064335 0.0600651 -8.4314158 0.0000000 0.0000000 TRUE
2003 type 0.0259741 0.0016302 15.9333690 0.0000000 0.0000000 TRUE
2004 (Intercept) -0.0043045 0.0007182 -5.9934731 0.0000000 0.0000000 TRUE
2004 WFGM3 0.9940021 0.0004784 2077.9029650 0.0000000 0.0000000 TRUE
2004 WFGA3 -0.0010580 0.0007629 -1.3867353 0.1655896 0.3311792 FALSE
2004 WFTM 0.6812417 0.0006046 1126.7731275 0.0000000 0.0000000 TRUE
2004 WFTA 0.0002111 0.0007501 0.2813714 0.7784382 0.8072692 FALSE
2004 WOR 0.0006712 0.0005500 1.2204179 0.2223690 0.3891457 FALSE
2004 WDR 0.0006830 0.0004021 1.6987651 0.0894310 0.2276425 FALSE
2004 WAst 0.0004961 0.0002400 2.0667704 0.0388115 0.1086723 FALSE
2004 WTO -0.0001473 0.0003734 -0.3945052 0.6932263 0.7465514 FALSE
2004 WStl 0.0001819 0.0002405 0.7564833 0.4493982 0.5472970 FALSE
2004 WBlk -0.0001462 0.0001934 -0.7562043 0.4495654 0.5472970 FALSE
2004 WPF 0.0003034 0.0003352 0.9050566 0.3654827 0.5116758 FALSE
2004 LFGM3 -0.9326869 0.0199897 -46.6584618 0.0000000 0.0000000 TRUE
2004 LFGA3 0.0664602 0.0426941 1.5566587 0.1196202 0.2584629 FALSE
2004 LFTM -0.5842983 0.0004708 -1241.0976927 0.0000000 0.0000000 TRUE
2004 LFTA -0.0005033 0.0005139 -0.9795099 0.3273795 0.5053013 FALSE
2004 LOR -0.0001859 0.0001960 -0.9485819 0.3428830 0.5053013 FALSE
2004 LDR 0.0003448 0.0005311 0.6492503 0.5162090 0.5781540 FALSE
2004 LAst -0.0001705 0.0002129 -0.8008502 0.4232597 0.5472970 FALSE
2004 LTO 0.0004515 0.0004120 1.0958707 0.2731927 0.4499644 FALSE
2004 LStl 0.0000099 0.0002283 0.0434630 0.9653343 0.9653343 FALSE
2004 LBlk 0.0001250 0.0001907 0.6558673 0.5119422 0.5781540 FALSE
2004 LPF -0.0010754 0.0003630 -2.9624514 0.0030676 0.0095436 TRUE
2004 WFGM2 1.0244606 0.0006316 1622.0162764 0.0000000 0.0000000 TRUE
2004 WFGA2 -0.0012565 0.0009886 -1.2709260 0.2038191 0.3804624 FALSE
2004 LFGM2 -0.9863278 0.0311913 -31.6219323 0.0000000 0.0000000 TRUE
2004 LFGA2 0.0754557 0.0485227 1.5550593 0.1200006 0.2584629 FALSE
2004 type -0.0082746 0.0014240 -5.8107630 0.0000000 0.0000000 TRUE
2005 (Intercept) -0.0040437 0.0007815 -5.1741274 0.0000002 0.0000010 TRUE
2005 WFGM3 0.9934879 0.0005325 1865.8495639 0.0000000 0.0000000 TRUE
2005 WFGA3 0.0004036 0.0008407 0.4800222 0.6312339 0.7116456 FALSE
2005 WFTM 0.6802143 0.0006549 1038.5931133 0.0000000 0.0000000 TRUE
2005 WFTA 0.0003840 0.0008098 0.4741739 0.6353979 0.7116456 FALSE
2005 WOR -0.0006514 0.0006061 -1.0747365 0.2825477 0.4653727 FALSE
2005 WDR 0.0003391 0.0004338 0.7816207 0.4344768 0.5793024 FALSE
2005 WAst -0.0000883 0.0002525 -0.3497853 0.7265155 0.7824013 FALSE
2005 WTO -0.0002787 0.0004067 -0.6853750 0.4931410 0.6276341 FALSE
2005 WStl 0.0000040 0.0002553 0.0155841 0.9875669 0.9875669 FALSE
2005 WBlk -0.0002200 0.0002007 -1.0964740 0.2729274 0.4653727 FALSE
2005 WPF -0.0006968 0.0003522 -1.9785273 0.0479274 0.1118306 FALSE
2005 LFGM3 -0.9507857 0.0200884 -47.3300696 0.0000000 0.0000000 TRUE
2005 LFGA3 0.1054699 0.0428837 2.4594415 0.0139510 0.0355117 TRUE
2005 LFTM -0.5846786 0.0005071 -1152.9481647 0.0000000 0.0000000 TRUE
2005 LFTA 0.0008065 0.0005503 1.4653680 0.1428873 0.2857746 FALSE
2005 LOR 0.0003878 0.0002112 1.8359593 0.0664267 0.1430728 FALSE
2005 LDR -0.0005815 0.0005979 -0.9725720 0.3308160 0.4875183 FALSE
2005 LAst 0.0002390 0.0002350 1.0168732 0.3092660 0.4810804 FALSE
2005 LTO -0.0000478 0.0004481 -0.1065873 0.9151210 0.9490143 FALSE
2005 LStl 0.0001469 0.0002408 0.6100143 0.5418817 0.6596821 FALSE
2005 LBlk -0.0005459 0.0001961 -2.7841525 0.0053882 0.0167633 TRUE
2005 LPF 0.0003263 0.0003903 0.8360206 0.4031857 0.5644600 FALSE
2005 WFGM2 1.0236810 0.0007032 1455.8429280 0.0000000 0.0000000 TRUE
2005 WFGA2 0.0013421 0.0010976 1.2227153 0.2214984 0.4134637 FALSE
2005 LFGM2 -1.0149416 0.0313518 -32.3726927 0.0000000 0.0000000 TRUE
2005 LFGA2 0.1199602 0.0487520 2.4606210 0.0139053 0.0355117 TRUE
2005 type -0.0078648 0.0015494 -5.0759304 0.0000004 0.0000014 TRUE
2006 (Intercept) -0.0098970 0.0006607 -14.9805252 0.0000000 0.0000000 TRUE
2006 WFGM3 0.9936465 0.0004521 2197.8634924 0.0000000 0.0000000 TRUE
2006 WFGA3 0.0004941 0.0007365 0.6708341 0.5023586 0.7033020 FALSE
2006 WFTM 0.6805276 0.0005765 1180.5237305 0.0000000 0.0000000 TRUE
2006 WFTA -0.0003599 0.0007047 -0.5107519 0.6095483 0.7111397 FALSE
2006 WOR -0.0006691 0.0005329 -1.2556281 0.2093121 0.3907158 FALSE
2006 WDR 0.0002784 0.0003700 0.7523993 0.4518479 0.6955497 FALSE
2006 WAst 0.0001153 0.0002124 0.5428618 0.5872502 0.7111397 FALSE
2006 WTO -0.0000643 0.0003527 -0.1824176 0.8552627 0.8890889 FALSE
2006 WStl 0.0004617 0.0002181 2.1172489 0.0342901 0.0872839 FALSE
2006 WBlk 0.0002477 0.0001678 1.4758370 0.1400533 0.3016533 FALSE
2006 WPF 0.0000110 0.0003004 0.0364509 0.9709243 0.9709243 FALSE
2006 LFGM3 -1.0861141 0.0181110 -59.9696915 0.0000000 0.0000000 TRUE
2006 LFGA3 0.3952022 0.0386621 10.2219457 0.0000000 0.0000000 TRUE
2006 LFTM -0.5847252 0.0004360 -1341.1672989 0.0000000 0.0000000 TRUE
2006 LFTA 0.0000842 0.0004684 0.1797763 0.8573358 0.8890889 FALSE
2006 LOR -0.0000500 0.0001837 -0.2722349 0.7854531 0.8797075 FALSE
2006 LDR -0.0004457 0.0005002 -0.8910607 0.3729413 0.6444173 FALSE
2006 LAst -0.0001088 0.0001954 -0.5567255 0.5777410 0.7111397 FALSE
2006 LTO -0.0005300 0.0003845 -1.3784565 0.1681267 0.3362534 FALSE
2006 LStl -0.0001462 0.0002033 -0.7193178 0.4719802 0.6955497 FALSE
2006 LBlk 0.0000916 0.0001639 0.5589574 0.5762169 0.7111397 FALSE
2006 LPF 0.0005164 0.0003310 1.5602593 0.1187646 0.2771175 FALSE
2006 WFGM2 1.0237464 0.0005905 1733.8263456 0.0000000 0.0000000 TRUE
2006 WFGA2 0.0008124 0.0009475 0.8574242 0.3912534 0.6444173 FALSE
2006 LFGM2 -1.2269682 0.0282506 -43.4315397 0.0000000 0.0000000 TRUE
2006 LFGA2 0.4494678 0.0439366 10.2299085 0.0000000 0.0000000 TRUE
2006 type -0.0200553 0.0013130 -15.2740869 0.0000000 0.0000000 TRUE
2007 (Intercept) -0.0112160 0.0008201 -13.6759316 0.0000000 0.0000000 TRUE
2007 WFGM3 0.9936291 0.0005410 1836.6865577 0.0000000 0.0000000 TRUE
2007 WFGA3 -0.0009929 0.0008711 -1.1398894 0.2543861 0.3957118 FALSE
2007 WFTM 0.6802025 0.0006824 996.7330668 0.0000000 0.0000000 TRUE
2007 WFTA 0.0002211 0.0008542 0.2587886 0.7958088 0.7958088 FALSE
2007 WOR 0.0010460 0.0006358 1.6452282 0.0999847 0.1915154 FALSE
2007 WDR 0.0012475 0.0004526 2.7563897 0.0058652 0.0149296 TRUE
2007 WAst 0.0007491 0.0002663 2.8134503 0.0049201 0.0137764 TRUE
2007 WTO -0.0011051 0.0004236 -2.6087858 0.0091130 0.0212638 TRUE
2007 WStl -0.0003087 0.0002693 -1.1462621 0.2517407 0.3957118 FALSE
2007 WBlk 0.0001645 0.0002058 0.7992127 0.4242044 0.5164228 FALSE
2007 WPF -0.0005289 0.0003641 -1.4526230 0.1463902 0.2561829 FALSE
2007 LFGM3 -0.8770625 0.0227129 -38.6151917 0.0000000 0.0000000 TRUE
2007 LFGA3 -0.0516214 0.0484882 -1.0646177 0.2870996 0.4009660 FALSE
2007 LFTM -0.5832563 0.0005212 -1119.0331683 0.0000000 0.0000000 TRUE
2007 LFTA -0.0003329 0.0005690 -0.5850071 0.5585689 0.6255972 FALSE
2007 LOR 0.0000600 0.0002172 0.2763214 0.7823125 0.7958088 FALSE
2007 LDR -0.0005627 0.0006086 -0.9245387 0.3552498 0.4521361 FALSE
2007 LAst 0.0002527 0.0002442 1.0349864 0.3007245 0.4009660 FALSE
2007 LTO 0.0014422 0.0004641 3.1074978 0.0018972 0.0059024 TRUE
2007 LStl 0.0001214 0.0002472 0.4911573 0.6233364 0.6712854 FALSE
2007 LBlk -0.0003519 0.0002037 -1.7274183 0.0841534 0.1812534 FALSE
2007 LPF -0.0006450 0.0003951 -1.6326836 0.1025975 0.1915154 FALSE
2007 WFGM2 1.0236576 0.0007155 1430.6365536 0.0000000 0.0000000 TRUE
2007 WFGA2 -0.0008372 0.0011370 -0.7363495 0.4615520 0.5384773 FALSE
2007 LFGM2 -0.8991327 0.0354436 -25.3679705 0.0000000 0.0000000 TRUE
2007 LFGA2 -0.0589496 0.0551105 -1.0696610 0.2848228 0.4009660 FALSE
2007 type -0.0222842 0.0016350 -13.6291543 0.0000000 0.0000000 TRUE
2008 (Intercept) 0.0163905 0.0007699 21.2894271 0.0000000 0.0000000 TRUE
2008 WFGM3 0.9942179 0.0004966 2001.9374057 0.0000000 0.0000000 TRUE
2008 WFGA3 -0.0014300 0.0008004 -1.7866986 0.0740445 0.1295778 FALSE
2008 WFTM 0.6818090 0.0006295 1083.1220830 0.0000000 0.0000000 TRUE
2008 WFTA -0.0012098 0.0007812 -1.5485398 0.1215533 0.2002054 FALSE
2008 WOR 0.0010781 0.0005843 1.8452552 0.0650573 0.1295778 FALSE
2008 WDR 0.0009725 0.0004150 2.3432643 0.0191533 0.0487539 TRUE
2008 WAst 0.0002712 0.0002410 1.1253440 0.2604953 0.3315394 FALSE
2008 WTO -0.0007715 0.0003867 -1.9953264 0.0460594 0.1074719 FALSE
2008 WStl -0.0000602 0.0002484 -0.2421427 0.8086791 0.8708852 FALSE
2008 WBlk -0.0000476 0.0001928 -0.2470466 0.8048819 0.8708852 FALSE
2008 WPF -0.0000512 0.0003300 -0.1552656 0.8766180 0.9090853 FALSE
2008 LFGM3 -0.7116036 0.0200691 -35.4577144 0.0000000 0.0000000 TRUE
2008 LFGA3 -0.4057318 0.0428413 -9.4705662 0.0000000 0.0000000 TRUE
2008 LFTM -0.5832760 0.0004873 -1196.8469325 0.0000000 0.0000000 TRUE
2008 LFTA -0.0009607 0.0005242 -1.8326305 0.0669147 0.1295778 FALSE
2008 LOR 0.0001434 0.0002015 0.7117730 0.4766373 0.5560768 FALSE
2008 LDR 0.0004455 0.0005642 0.7895859 0.4298056 0.5232416 FALSE
2008 LAst 0.0002798 0.0002216 1.2621528 0.2069504 0.2897306 FALSE
2008 LTO 0.0005161 0.0004296 1.2014068 0.2296482 0.3061976 FALSE
2008 LStl 0.0003456 0.0002324 1.4869903 0.1370780 0.2132325 FALSE
2008 LBlk 0.0000017 0.0001882 0.0089336 0.9928725 0.9928725 FALSE
2008 LPF -0.0004769 0.0003625 -1.3155654 0.1883779 0.2776096 FALSE
2008 WFGM2 1.0250386 0.0006669 1536.9165664 0.0000000 0.0000000 TRUE
2008 WFGA2 -0.0018954 0.0010505 -1.8042434 0.0712510 0.1295778 FALSE
2008 LFGM2 -0.6413789 0.0313096 -20.4850593 0.0000000 0.0000000 TRUE
2008 LFGA2 -0.4607854 0.0486910 -9.4634701 0.0000000 0.0000000 TRUE
2008 type 0.0325517 0.0015366 21.1837926 0.0000000 0.0000000 TRUE
2009 (Intercept) 0.0146876 0.0007673 19.1428995 0.0000000 0.0000000 TRUE
2009 WFGM3 0.9948322 0.0004969 2001.9852986 0.0000000 0.0000000 TRUE
2009 WFGA3 -0.0009643 0.0007849 -1.2285464 0.2192966 0.3411281 FALSE
2009 WFTM 0.6814715 0.0006235 1092.9279475 0.0000000 0.0000000 TRUE
2009 WFTA -0.0002254 0.0007639 -0.2950697 0.7679522 0.8270255 FALSE
2009 WOR 0.0007389 0.0005717 1.2924261 0.1962661 0.3367746 FALSE
2009 WDR 0.0006086 0.0004154 1.4652798 0.1429041 0.2858082 FALSE
2009 WAst 0.0000771 0.0002435 0.3167452 0.7514495 0.8270255 FALSE
2009 WTO -0.0006591 0.0003946 -1.6703914 0.0949012 0.2415666 FALSE
2009 WStl -0.0001091 0.0002551 -0.4277174 0.6688743 0.7803534 FALSE
2009 WBlk -0.0000931 0.0001930 -0.4826366 0.6293738 0.7661942 FALSE
2009 WPF 0.0002273 0.0003366 0.6754348 0.4994291 0.6356371 FALSE
2009 LFGM3 -0.8552895 0.0201650 -42.4144604 0.0000000 0.0000000 TRUE
2009 LFGA3 -0.0997701 0.0430586 -2.3170738 0.0205377 0.0585612 FALSE
2009 LFTM -0.5848098 0.0004848 -1206.3246547 0.0000000 0.0000000 TRUE
2009 LFTA -0.0004662 0.0005218 -0.8934679 0.3716473 0.5476908 FALSE
2009 LOR 0.0003209 0.0001980 1.6209210 0.1050942 0.2452199 FALSE
2009 LDR 0.0007128 0.0005525 1.2902362 0.1970251 0.3367746 FALSE
2009 LAst 0.0001905 0.0002245 0.8488840 0.3959843 0.5543780 FALSE
2009 LTO 0.0003166 0.0004333 0.7307377 0.4649718 0.6199623 FALSE
2009 LStl 0.0003722 0.0002392 1.5561753 0.1197263 0.2578720 FALSE
2009 LBlk -0.0000481 0.0001881 -0.2558072 0.7981097 0.8276693 FALSE
2009 LPF -0.0000618 0.0003685 -0.1677705 0.8667703 0.8667703 FALSE
2009 WFGM2 1.0254889 0.0006552 1565.2512385 0.0000000 0.0000000 TRUE
2009 WFGA2 -0.0012923 0.0010183 -1.2690748 0.2044703 0.3367746 FALSE
2009 LFGM2 -0.8656444 0.0314713 -27.5058593 0.0000000 0.0000000 TRUE
2009 LFGA2 -0.1130654 0.0489415 -2.3102128 0.0209147 0.0585612 FALSE
2009 type 0.0294726 0.0015328 19.2279710 0.0000000 0.0000000 TRUE
2010 (Intercept) -0.0091922 0.0007551 -12.1737312 0.0000000 0.0000000 TRUE
2010 WFGM3 0.9933551 0.0004952 2006.0790591 0.0000000 0.0000000 TRUE
2010 WFGA3 0.0003776 0.0008195 0.4607269 0.6450134 0.9973642 FALSE
2010 WFTM 0.6797422 0.0006143 1106.5971390 0.0000000 0.0000000 TRUE
2010 WFTA 0.0005430 0.0007674 0.7076138 0.4792163 0.8945370 FALSE
2010 WOR -0.0001610 0.0005921 -0.2718446 0.7857521 0.9973642 FALSE
2010 WDR 0.0004267 0.0004055 1.0523082 0.2927061 0.7450702 FALSE
2010 WAst 0.0004102 0.0002376 1.7264185 0.0843304 0.2623614 FALSE
2010 WTO 0.0000328 0.0003846 0.0852369 0.9320763 0.9973642 FALSE
2010 WStl 0.0000237 0.0002514 0.0944457 0.9247587 0.9973642 FALSE
2010 WBlk 0.0000481 0.0001805 0.2662706 0.7900412 0.9973642 FALSE
2010 WPF 0.0002648 0.0003281 0.8068910 0.4197655 0.8803407 FALSE
2010 LFGM3 -0.9087889 0.0295218 -30.7836069 0.0000000 0.0000000 TRUE
2010 LFGA3 0.0162295 0.0630395 0.2574496 0.7968417 0.9973642 FALSE
2010 LFTM -0.5843324 0.0004630 -1261.9239967 0.0000000 0.0000000 TRUE
2010 LFTA -0.0000592 0.0004991 -0.1185929 0.9056024 0.9973642 FALSE
2010 LOR 0.0000060 0.0001947 0.0308421 0.9753966 0.9973642 FALSE
2010 LDR -0.0004294 0.0005563 -0.7719637 0.4401703 0.8803407 FALSE
2010 LAst -0.0000821 0.0002225 -0.3688795 0.7122323 0.9973642 FALSE
2010 LTO -0.0000245 0.0004291 -0.0570679 0.9544933 0.9973642 FALSE
2010 LStl -0.0001814 0.0002309 -0.7855490 0.4321669 0.8803407 FALSE
2010 LBlk -0.0002702 0.0001835 -1.4724111 0.1409693 0.3947140 FALSE
2010 LPF -0.0000012 0.0003607 -0.0033036 0.9973642 0.9973642 FALSE
2010 WFGM2 1.0238249 0.0006567 1559.0756692 0.0000000 0.0000000 TRUE
2010 WFGA2 0.0004197 0.0010624 0.3950167 0.6928465 0.9973642 FALSE
2010 LFGM2 -0.9496719 0.0460861 -20.6064765 0.0000000 0.0000000 TRUE
2010 LFGA2 0.0185833 0.0716445 0.2593825 0.7953502 0.9973642 FALSE
2010 type -0.0182339 0.0015082 -12.0902333 0.0000000 0.0000000 TRUE
2011 (Intercept) -0.0082393 0.0007046 -11.6932565 0.0000000 0.0000000 TRUE
2011 WFGM3 0.9933520 0.0004698 2114.2882361 0.0000000 0.0000000 TRUE
2011 WFGA3 0.0000581 0.0007632 0.0761613 0.9392937 0.9585492 FALSE
2011 WFTM 0.6812874 0.0005784 1177.8488103 0.0000000 0.0000000 TRUE
2011 WFTA -0.0005752 0.0007246 -0.7938295 0.4273304 0.5982625 FALSE
2011 WOR 0.0000288 0.0005543 0.0519768 0.9585492 0.9585492 FALSE
2011 WDR 0.0007641 0.0003906 1.9563676 0.0504745 0.0942190 FALSE
2011 WAst 0.0004547 0.0002274 1.9998977 0.0455624 0.0911248 FALSE
2011 WTO -0.0003750 0.0003784 -0.9909909 0.3217354 0.5299171 FALSE
2011 WStl -0.0005534 0.0002412 -2.2941140 0.0218230 0.0526218 FALSE
2011 WBlk -0.0001044 0.0001821 -0.5731605 0.5665604 0.7554139 FALSE
2011 WPF 0.0000939 0.0003128 0.3002882 0.7639692 0.9116250 FALSE
2011 LFGM3 -0.9695832 0.0182657 -53.0822417 0.0000000 0.0000000 TRUE
2011 LFGA3 0.1461855 0.0389990 3.7484451 0.0001798 0.0005069 TRUE
2011 LFTM -0.5836819 0.0004483 -1302.1276939 0.0000000 0.0000000 TRUE
2011 LFTA -0.0009849 0.0004846 -2.0325078 0.0421522 0.0907893 FALSE
2011 LOR 0.0001551 0.0001901 0.8161778 0.4144352 0.5982625 FALSE
2011 LDR -0.0004646 0.0005225 -0.8892103 0.3739306 0.5816697 FALSE
2011 LAst -0.0000918 0.0002168 -0.4234675 0.6719715 0.8552364 FALSE
2011 LTO 0.0009193 0.0004029 2.2816062 0.0225522 0.0526218 FALSE
2011 LStl -0.0000625 0.0002252 -0.2775186 0.7813928 0.9116250 FALSE
2011 LBlk 0.0000215 0.0001743 0.1233531 0.9018322 0.9585492 FALSE
2011 LPF -0.0005392 0.0003506 -1.5377738 0.1241638 0.2172867 FALSE
2011 WFGM2 1.0237943 0.0006158 1662.5472471 0.0000000 0.0000000 TRUE
2011 WFGA2 0.0001072 0.0009940 0.1078069 0.9141529 0.9585492 FALSE
2011 LFGM2 -1.0442615 0.0285015 -36.6388300 0.0000000 0.0000000 TRUE
2011 LFGA2 0.1660796 0.0443261 3.7467690 0.0001810 0.0005069 TRUE
2011 type -0.0165084 0.0014080 -11.7248472 0.0000000 0.0000000 TRUE
2012 (Intercept) 0.0011468 0.0006405 1.7903210 0.0734595 0.1487126 FALSE
2012 WFGM3 0.9940738 0.0004311 2306.0092481 0.0000000 0.0000000 TRUE
2012 WFGA3 -0.0008283 0.0006895 -1.2013292 0.2296773 0.3384718 FALSE
2012 WFTM 0.6811284 0.0005342 1274.9636215 0.0000000 0.0000000 TRUE
2012 WFTA -0.0005316 0.0006670 -0.7969327 0.4255259 0.5642915 FALSE
2012 WOR 0.0005572 0.0005024 1.1090039 0.2674789 0.3744705 FALSE
2012 WDR 0.0007965 0.0003591 2.2181458 0.0265872 0.0822242 FALSE
2012 WAst 0.0000612 0.0002138 0.2864681 0.7745309 0.8040492 FALSE
2012 WTO 0.0001003 0.0003514 0.2854205 0.7753331 0.8040492 FALSE
2012 WStl -0.0004854 0.0002227 -2.1791326 0.0293658 0.0822242 FALSE
2012 WBlk -0.0002347 0.0001614 -1.4541702 0.1459584 0.2404021 FALSE
2012 WPF -0.0005425 0.0002854 -1.9007106 0.0573942 0.1339198 FALSE
2012 LFGM3 -0.4514308 0.0190567 -23.6888067 0.0000000 0.0000000 TRUE
2012 LFGA3 -0.9600350 0.0406919 -23.5927666 0.0000000 0.0000000 TRUE
2012 LFTM -0.5840275 0.0004191 -1393.5816626 0.0000000 0.0000000 TRUE
2012 LFTA 0.0001119 0.0004512 0.2479977 0.8041458 0.8041458 FALSE
2012 LOR 0.0001059 0.0001674 0.6327387 0.5269316 0.6414820 FALSE
2012 LDR 0.0003654 0.0004767 0.7665692 0.4433719 0.5642915 FALSE
2012 LAst -0.0001129 0.0001955 -0.5776577 0.5635198 0.6574398 FALSE
2012 LTO 0.0006452 0.0003784 1.7048043 0.0882896 0.1648073 FALSE
2012 LStl -0.0004275 0.0002099 -2.0368428 0.0417155 0.1061848 FALSE
2012 LBlk 0.0000571 0.0001588 0.3595186 0.7192215 0.8040492 FALSE
2012 LPF -0.0003820 0.0003142 -1.2161309 0.2239893 0.3384718 FALSE
2012 WFGM2 1.0248518 0.0005603 1829.0310439 0.0000000 0.0000000 TRUE
2012 WFGA2 -0.0013927 0.0008964 -1.5537137 0.1203125 0.2105469 FALSE
2012 LFGM2 -0.2360660 0.0297346 -7.9391103 0.0000000 0.0000000 TRUE
2012 LFGA2 -1.0904076 0.0462460 -23.5784117 0.0000000 0.0000000 TRUE
2012 type 0.0022788 0.0012768 1.7847675 0.0743563 0.1487126 FALSE
2013 (Intercept) -0.0010127 0.0007847 -1.2904933 0.1969351 0.5027320 FALSE
2013 WFGM3 0.9946979 0.0005213 1908.2229203 0.0000000 0.0000000 TRUE
2013 WFGA3 -0.0013969 0.0008226 -1.6981988 0.0895283 0.3581132 FALSE
2013 WFTM 0.6813790 0.0006444 1057.3909206 0.0000000 0.0000000 TRUE
2013 WFTA -0.0004780 0.0008054 -0.5935231 0.5528562 0.7371415 FALSE
2013 WOR 0.0007188 0.0005983 1.2014189 0.2296419 0.5027320 FALSE
2013 WDR 0.0005282 0.0004327 1.2205896 0.2222951 0.5027320 FALSE
2013 WAst 0.0000685 0.0002597 0.2636993 0.7920218 0.8870644 FALSE
2013 WTO -0.0005511 0.0004157 -1.3257425 0.1849815 0.5027320 FALSE
2013 WStl 0.0002064 0.0002723 0.7578109 0.4485975 0.6610911 FALSE
2013 WBlk -0.0000750 0.0001984 -0.3777421 0.7056371 0.8489900 FALSE
2013 WPF -0.0000088 0.0003434 -0.0256094 0.9795698 0.9795698 FALSE
2013 LFGM3 -0.9196471 0.0231615 -39.7057791 0.0000000 0.0000000 TRUE
2013 LFGA3 0.0379940 0.0494592 0.7681897 0.4424083 0.6610911 FALSE
2013 LFTM -0.5845130 0.0005063 -1154.4503903 0.0000000 0.0000000 TRUE
2013 LFTA -0.0002747 0.0005411 -0.5077338 0.6116609 0.7784775 FALSE
2013 LOR -0.0001911 0.0002076 -0.9205615 0.3573208 0.6253114 FALSE
2013 LDR 0.0003549 0.0005792 0.6127844 0.5400449 0.7371415 FALSE
2013 LAst -0.0000448 0.0002358 -0.1901797 0.8491755 0.9144967 FALSE
2013 LTO 0.0007268 0.0004630 1.5698334 0.1165129 0.4077952 FALSE
2013 LStl 0.0000281 0.0002509 0.1121743 0.9106894 0.9444187 FALSE
2013 LBlk 0.0000671 0.0001927 0.3481973 0.7277057 0.8489900 FALSE
2013 LPF -0.0004227 0.0003826 -1.1047426 0.2693207 0.5027320 FALSE
2013 WFGM2 1.0251911 0.0006879 1490.3476337 0.0000000 0.0000000 TRUE
2013 WFGA2 -0.0012523 0.0010674 -1.1731923 0.2407709 0.5027320 FALSE
2013 LFGM2 -0.9656565 0.0361446 -26.7164892 0.0000000 0.0000000 TRUE
2013 LFGA2 0.0429796 0.0562106 0.7646169 0.4445334 0.6610911 FALSE
2013 type -0.0017786 0.0015603 -1.1399202 0.2543705 0.5027320 FALSE
2014 (Intercept) 0.0073537 0.0007092 10.3691158 0.0000000 0.0000000 TRUE
2014 WFGM3 0.9932981 0.0004445 2234.7264404 0.0000000 0.0000000 TRUE
2014 WFGA3 0.0000076 0.0007235 0.0105046 0.9916191 0.9916191 FALSE
2014 WFTM 0.6808714 0.0005587 1218.7646317 0.0000000 0.0000000 TRUE
2014 WFTA -0.0000979 0.0007003 -0.1397492 0.8888634 0.9594988 FALSE
2014 WOR 0.0002350 0.0005306 0.4429468 0.6578219 0.8903400 FALSE
2014 WDR -0.0000348 0.0003711 -0.0938510 0.9252310 0.9594988 FALSE
2014 WAst 0.0005565 0.0002163 2.5732213 0.0101021 0.0257145 TRUE
2014 WTO -0.0001804 0.0003731 -0.4834705 0.6287813 0.8903400 FALSE
2014 WStl 0.0000235 0.0002459 0.0954158 0.9239881 0.9594988 FALSE
2014 WBlk 0.0002870 0.0001694 1.6939244 0.0903373 0.1945727 FALSE
2014 WPF 0.0001191 0.0003106 0.3833412 0.7014819 0.8903400 FALSE
2014 LFGM3 -0.9549539 0.0156254 -61.1153980 0.0000000 0.0000000 TRUE
2014 LFGA3 0.1136852 0.0333655 3.4072634 0.0006610 0.0019352 TRUE
2014 LFTM -0.5842494 0.0004214 -1386.5213876 0.0000000 0.0000000 TRUE
2014 LFTA -0.0001925 0.0004612 -0.4174544 0.6763626 0.8903400 FALSE
2014 LOR -0.0002080 0.0001851 -1.1236404 0.2612155 0.4876023 FALSE
2014 LDR -0.0001532 0.0005027 -0.3046624 0.7606351 0.8903400 FALSE
2014 LAst 0.0003033 0.0002050 1.4796394 0.1390278 0.2780556 FALSE
2014 LTO 0.0001241 0.0004059 0.3057058 0.7598404 0.8903400 FALSE
2014 LStl -0.0002037 0.0002315 -0.8799629 0.3789186 0.6466603 FALSE
2014 LBlk -0.0003537 0.0001665 -2.1246209 0.0336635 0.0785483 FALSE
2014 LPF -0.0002881 0.0003370 -0.8549528 0.3926152 0.6466603 FALSE
2014 WFGM2 1.0240618 0.0005892 1738.1075351 0.0000000 0.0000000 TRUE
2014 WFGA2 -0.0002859 0.0009488 -0.3013640 0.7631485 0.8903400 FALSE
2014 LFGM2 -1.0206399 0.0243773 -41.8684846 0.0000000 0.0000000 TRUE
2014 LFGA2 0.1287565 0.0379249 3.3950344 0.0006911 0.0019352 TRUE
2014 type 0.0148095 0.0014026 10.5585889 0.0000000 0.0000000 TRUE
2015 (Intercept) -0.0043843 0.0007150 -6.1315073 0.0000000 0.0000000 TRUE
2015 WFGM3 0.9941387 0.0004771 2083.9245326 0.0000000 0.0000000 TRUE
2015 WFGA3 -0.0010053 0.0007760 -1.2954537 0.1952192 0.3215375 FALSE
2015 WFTM 0.6812688 0.0006103 1116.2005933 0.0000000 0.0000000 TRUE
2015 WFTA -0.0013274 0.0007436 -1.7850850 0.0743037 0.1623449 FALSE
2015 WOR 0.0008440 0.0005698 1.4811289 0.1386307 0.2426036 FALSE
2015 WDR 0.0006753 0.0004021 1.6795638 0.0931001 0.1862003 FALSE
2015 WAst 0.0004334 0.0002278 1.9026816 0.0571353 0.1454353 FALSE
2015 WTO -0.0003452 0.0003896 -0.8861927 0.3755532 0.5007376 FALSE
2015 WStl 0.0000255 0.0002531 0.1006312 0.9198469 0.9437846 FALSE
2015 WBlk -0.0000126 0.0001794 -0.0705172 0.9437846 0.9437846 FALSE
2015 WPF -0.0002927 0.0003090 -0.9471740 0.3435925 0.4999152 FALSE
2015 LFGM3 -0.7575414 0.0195886 -38.6725018 0.0000000 0.0000000 TRUE
2015 LFGA3 -0.3074917 0.0418245 -7.3519562 0.0000000 0.0000000 TRUE
2015 LFTM -0.5846749 0.0004624 -1264.4203355 0.0000000 0.0000000 TRUE
2015 LFTA 0.0003996 0.0004924 0.8115385 0.4170923 0.5077646 FALSE
2015 LOR 0.0001364 0.0001878 0.7260723 0.4678260 0.5457970 FALSE
2015 LDR 0.0002288 0.0005492 0.4166538 0.6769482 0.7581820 FALSE
2015 LAst 0.0003356 0.0002160 1.5533252 0.1204041 0.2247544 FALSE
2015 LTO 0.0003503 0.0004214 0.8313341 0.4058217 0.5077646 FALSE
2015 LStl -0.0002709 0.0002351 -1.1522751 0.2492591 0.3877364 FALSE
2015 LBlk 0.0000480 0.0001760 0.2729417 0.7849085 0.8452861 FALSE
2015 LPF 0.0006132 0.0003448 1.7785223 0.0753744 0.1623449 FALSE
2015 WFGM2 1.0245183 0.0006338 1616.4045266 0.0000000 0.0000000 TRUE
2015 WFGA2 -0.0009315 0.0010113 -0.9210178 0.3570823 0.4999152 FALSE
2015 LFGM2 -0.7128470 0.0305657 -23.3218055 0.0000000 0.0000000 TRUE
2015 LFGA2 -0.3494288 0.0475375 -7.3505909 0.0000000 0.0000000 TRUE
2015 type -0.0092818 0.0014185 -6.5434498 0.0000000 0.0000000 TRUE
2016 (Intercept) 0.0076885 0.0007764 9.9026689 0.0000000 0.0000000 TRUE
2016 WFGM3 0.9946136 0.0004974 1999.7572141 0.0000000 0.0000000 TRUE
2016 WFGA3 -0.0005689 0.0007992 -0.7118326 0.4765991 0.7147465 FALSE
2016 WFTM 0.6815914 0.0006343 1074.5109962 0.0000000 0.0000000 TRUE
2016 WFTA -0.0008608 0.0008043 -1.0701758 0.2845879 0.4980289 FALSE
2016 WOR 0.0004084 0.0005848 0.6983209 0.4850066 0.7147465 FALSE
2016 WDR 0.0000017 0.0004174 0.0041656 0.9966765 0.9971142 FALSE
2016 WAst 0.0003615 0.0002423 1.4918983 0.1357841 0.2924582 FALSE
2016 WTO -0.0000015 0.0004106 -0.0036170 0.9971142 0.9971142 FALSE
2016 WStl 0.0000029 0.0002750 0.0106557 0.9914985 0.9971142 FALSE
2016 WBlk 0.0000526 0.0001980 0.2657735 0.7904238 0.8852746 FALSE
2016 WPF -0.0003882 0.0003353 -1.1575941 0.2470808 0.4612176 FALSE
2016 LFGM3 -0.7362679 0.0246919 -29.8181841 0.0000000 0.0000000 TRUE
2016 LFGA3 -0.3529242 0.0527339 -6.6925425 0.0000000 0.0000000 TRUE
2016 LFTM -0.5856981 0.0004833 -1211.9432248 0.0000000 0.0000000 TRUE
2016 LFTA 0.0013036 0.0005182 2.5153786 0.0119192 0.0303398 TRUE
2016 LOR 0.0000572 0.0002065 0.2771275 0.7816928 0.8852746 FALSE
2016 LDR 0.0001851 0.0005527 0.3348856 0.7377244 0.8852746 FALSE
2016 LAst -0.0004925 0.0002211 -2.2275143 0.0259539 0.0605591 FALSE
2016 LTO -0.0002253 0.0004479 -0.5029551 0.6150163 0.8016342 FALSE
2016 LStl 0.0001578 0.0002580 0.6115197 0.5408813 0.7572338 FALSE
2016 LBlk -0.0002180 0.0001882 -1.1585271 0.2467002 0.4612176 FALSE
2016 LPF 0.0003669 0.0003730 0.9836168 0.3253480 0.5358673 FALSE
2016 WFGM2 1.0250770 0.0006492 1579.0455715 0.0000000 0.0000000 TRUE
2016 WFGA2 -0.0005022 0.0010421 -0.4819578 0.6298554 0.8016342 FALSE
2016 LFGM2 -0.6801702 0.0385310 -17.6525301 0.0000000 0.0000000 TRUE
2016 LFGA2 -0.4009235 0.0599241 -6.6905204 0.0000000 0.0000000 TRUE
2016 type 0.0153928 0.0015326 10.0435497 0.0000000 0.0000000 TRUE
2017 (Intercept) 0.0030660 0.0006654 4.6078246 0.0000042 0.0000117 TRUE
2017 WFGM3 0.9945020 0.0004023 2472.0251368 0.0000000 0.0000000 TRUE
2017 WFGA3 -0.0000893 0.0006581 -0.1357170 0.8920500 0.9424939 FALSE
2017 WFTM 0.6818550 0.0005326 1280.2780023 0.0000000 0.0000000 TRUE
2017 WFTA -0.0005308 0.0006758 -0.7854294 0.4322361 0.7938333 FALSE
2017 WOR 0.0000558 0.0004877 0.1145155 0.9088334 0.9424939 FALSE
2017 WDR 0.0000806 0.0003563 0.2261051 0.8211282 0.9424939 FALSE
2017 WAst -0.0001765 0.0001970 -0.8960407 0.3702707 0.7938333 FALSE
2017 WTO 0.0001968 0.0003455 0.5696684 0.5689262 0.8384176 FALSE
2017 WStl -0.0002036 0.0002250 -0.9047482 0.3656389 0.7938333 FALSE
2017 WBlk -0.0001245 0.0001646 -0.7565385 0.4493592 0.7938333 FALSE
2017 WPF 0.0000960 0.0002805 0.3420934 0.7322938 0.9163645 FALSE
2017 LFGM3 -1.0025374 0.0212616 -47.1525701 0.0000000 0.0000000 TRUE
2017 LFGA3 0.2157831 0.0454037 4.7525438 0.0000021 0.0000069 TRUE
2017 LFTM -0.5848504 0.0004133 -1415.2377057 0.0000000 0.0000000 TRUE
2017 LFTA -0.0001999 0.0004483 -0.4459254 0.6556689 0.9019318 FALSE
2017 LOR 0.0000267 0.0001719 0.1555441 0.8763982 0.9424939 FALSE
2017 LDR 0.0002998 0.0004635 0.6467984 0.5177897 0.8054507 FALSE
2017 LAst -0.0001869 0.0001870 -0.9995687 0.3175638 0.7938333 FALSE
2017 LTO 0.0000008 0.0003814 0.0020954 0.9983282 0.9983282 FALSE
2017 LStl 0.0000864 0.0002070 0.4173364 0.6764488 0.9019318 FALSE
2017 LBlk 0.0001062 0.0001621 0.6551915 0.5123722 0.8054507 FALSE
2017 LPF -0.0002357 0.0003144 -0.7494490 0.4536190 0.7938333 FALSE
2017 WFGM2 1.0249934 0.0005427 1888.7449757 0.0000000 0.0000000 TRUE
2017 WFGA2 -0.0002729 0.0008661 -0.3150603 0.7527280 0.9163645 FALSE
2017 LFGM2 -1.0960639 0.0331803 -33.0336121 0.0000000 0.0000000 TRUE
2017 LFGA2 0.2454784 0.0515955 4.7577483 0.0000020 0.0000069 TRUE
2017 type 0.0062311 0.0013153 4.7375931 0.0000022 0.0000069 TRUE
2018 (Intercept) -0.0104418 0.0006092 -17.1393385 0.0000000 0.0000000 TRUE
2018 WFGM3 0.9942357 0.0003658 2718.2608329 0.0000000 0.0000000 TRUE
2018 WFGA3 -0.0011635 0.0006016 -1.9342044 0.0531398 0.1352648 FALSE
2018 WFTM 0.6812737 0.0005000 1362.5526782 0.0000000 0.0000000 TRUE
2018 WFTA -0.0013006 0.0006164 -2.1098907 0.0349133 0.0977572 FALSE
2018 WOR 0.0003999 0.0004448 0.8990670 0.3686567 0.4751349 FALSE
2018 WDR 0.0007634 0.0003285 2.3242825 0.0201470 0.0626795 FALSE
2018 WAst 0.0001424 0.0001757 0.8104104 0.4177397 0.5085527 FALSE
2018 WTO -0.0002815 0.0003153 -0.8927897 0.3720093 0.4751349 FALSE
2018 WStl 0.0001920 0.0002059 0.9326919 0.3510204 0.4751349 FALSE
2018 WBlk 0.0000221 0.0001484 0.1491798 0.8814173 0.8814173 FALSE
2018 WPF 0.0000705 0.0002498 0.2822071 0.7777954 0.8376259 FALSE
2018 LFGM3 -0.8850966 0.0149062 -59.3777632 0.0000000 0.0000000 TRUE
2018 LFGA3 -0.0344324 0.0318343 -1.0816146 0.2794717 0.4751349 FALSE
2018 LFTM -0.5837416 0.0003790 -1540.2951535 0.0000000 0.0000000 TRUE
2018 LFTA -0.0006405 0.0004138 -1.5479481 0.1216929 0.2839502 FALSE
2018 LOR -0.0000459 0.0001606 -0.2861709 0.7747581 0.8376259 FALSE
2018 LDR 0.0000760 0.0004288 0.1771347 0.8594092 0.8814173 FALSE
2018 LAst 0.0001454 0.0001633 0.8903445 0.3733203 0.4751349 FALSE
2018 LTO 0.0003408 0.0003446 0.9890162 0.3226992 0.4751349 FALSE
2018 LStl -0.0002400 0.0001896 -1.2656562 0.2056904 0.4430254 FALSE
2018 LBlk -0.0000778 0.0001471 -0.5289813 0.5968400 0.6963133 FALSE
2018 LPF 0.0003192 0.0002776 1.1496277 0.2503478 0.4751349 FALSE
2018 WFGM2 1.0239683 0.0004970 2060.2261699 0.0000000 0.0000000 TRUE
2018 WFGA2 -0.0007964 0.0007934 -1.0038263 0.3155070 0.4751349 FALSE
2018 LFGM2 -0.9122406 0.0232587 -39.2214198 0.0000000 0.0000000 TRUE
2018 LFGA2 -0.0391190 0.0361800 -1.0812322 0.2796417 0.4751349 FALSE
2018 type -0.0211123 0.0011941 -17.6805103 0.0000000 0.0000000 TRUE

Significant Only

df_level1_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()
Season term estimate std.error statistic p.value p.value.fdr sig.fdr.05
2003 (Intercept) 0.0128208 0.0008243 15.552846 0.0000000 0.0000000 TRUE
2003 WFGM3 0.9934708 0.0005533 1795.598512 0.0000000 0.0000000 TRUE
2003 WFTM 0.6797602 0.0006970 975.319023 0.0000000 0.0000000 TRUE
2003 WDR 0.0013688 0.0004436 3.085320 0.0020453 0.0052062 TRUE
2003 LFGM3 -0.6923901 0.0247569 -27.967598 0.0000000 0.0000000 TRUE
2003 LFGA3 -0.4457074 0.0528520 -8.433122 0.0000000 0.0000000 TRUE
2003 LFTM -0.5836950 0.0005406 -1079.770067 0.0000000 0.0000000 TRUE
2003 WFGM2 1.0244417 0.0007220 1418.818745 0.0000000 0.0000000 TRUE
2003 LFGM2 -0.6113173 0.0386235 -15.827620 0.0000000 0.0000000 TRUE
2003 LFGA2 -0.5064335 0.0600651 -8.431416 0.0000000 0.0000000 TRUE
2003 type 0.0259741 0.0016302 15.933369 0.0000000 0.0000000 TRUE
2004 (Intercept) -0.0043045 0.0007182 -5.993473 0.0000000 0.0000000 TRUE
2004 WFGM3 0.9940021 0.0004784 2077.902965 0.0000000 0.0000000 TRUE
2004 WFTM 0.6812417 0.0006046 1126.773128 0.0000000 0.0000000 TRUE
2004 LFGM3 -0.9326869 0.0199897 -46.658462 0.0000000 0.0000000 TRUE
2004 LFTM -0.5842983 0.0004708 -1241.097693 0.0000000 0.0000000 TRUE
2004 LPF -0.0010754 0.0003630 -2.962451 0.0030676 0.0095436 TRUE
2004 WFGM2 1.0244606 0.0006316 1622.016276 0.0000000 0.0000000 TRUE
2004 LFGM2 -0.9863278 0.0311913 -31.621932 0.0000000 0.0000000 TRUE
2004 type -0.0082746 0.0014240 -5.810763 0.0000000 0.0000000 TRUE
2005 (Intercept) -0.0040437 0.0007815 -5.174127 0.0000002 0.0000010 TRUE
2005 WFGM3 0.9934879 0.0005325 1865.849564 0.0000000 0.0000000 TRUE
2005 WFTM 0.6802143 0.0006549 1038.593113 0.0000000 0.0000000 TRUE
2005 LFGM3 -0.9507857 0.0200884 -47.330070 0.0000000 0.0000000 TRUE
2005 LFGA3 0.1054699 0.0428837 2.459442 0.0139510 0.0355117 TRUE
2005 LFTM -0.5846786 0.0005071 -1152.948165 0.0000000 0.0000000 TRUE
2005 LBlk -0.0005459 0.0001961 -2.784152 0.0053882 0.0167633 TRUE
2005 WFGM2 1.0236810 0.0007032 1455.842928 0.0000000 0.0000000 TRUE
2005 LFGM2 -1.0149416 0.0313518 -32.372693 0.0000000 0.0000000 TRUE
2005 LFGA2 0.1199602 0.0487520 2.460621 0.0139053 0.0355117 TRUE
2005 type -0.0078648 0.0015494 -5.075930 0.0000004 0.0000014 TRUE
2006 (Intercept) -0.0098970 0.0006607 -14.980525 0.0000000 0.0000000 TRUE
2006 WFGM3 0.9936465 0.0004521 2197.863492 0.0000000 0.0000000 TRUE
2006 WFTM 0.6805276 0.0005765 1180.523731 0.0000000 0.0000000 TRUE
2006 LFGM3 -1.0861141 0.0181110 -59.969692 0.0000000 0.0000000 TRUE
2006 LFGA3 0.3952022 0.0386621 10.221946 0.0000000 0.0000000 TRUE
2006 LFTM -0.5847252 0.0004360 -1341.167299 0.0000000 0.0000000 TRUE
2006 WFGM2 1.0237464 0.0005905 1733.826346 0.0000000 0.0000000 TRUE
2006 LFGM2 -1.2269682 0.0282506 -43.431540 0.0000000 0.0000000 TRUE
2006 LFGA2 0.4494678 0.0439366 10.229909 0.0000000 0.0000000 TRUE
2006 type -0.0200553 0.0013130 -15.274087 0.0000000 0.0000000 TRUE
2007 (Intercept) -0.0112160 0.0008201 -13.675932 0.0000000 0.0000000 TRUE
2007 WFGM3 0.9936291 0.0005410 1836.686558 0.0000000 0.0000000 TRUE
2007 WFTM 0.6802025 0.0006824 996.733067 0.0000000 0.0000000 TRUE
2007 WDR 0.0012475 0.0004526 2.756390 0.0058652 0.0149296 TRUE
2007 WAst 0.0007491 0.0002663 2.813450 0.0049201 0.0137764 TRUE
2007 WTO -0.0011051 0.0004236 -2.608786 0.0091130 0.0212638 TRUE
2007 LFGM3 -0.8770625 0.0227129 -38.615192 0.0000000 0.0000000 TRUE
2007 LFTM -0.5832563 0.0005212 -1119.033168 0.0000000 0.0000000 TRUE
2007 LTO 0.0014422 0.0004641 3.107498 0.0018972 0.0059024 TRUE
2007 WFGM2 1.0236576 0.0007155 1430.636554 0.0000000 0.0000000 TRUE
2007 LFGM2 -0.8991327 0.0354436 -25.367970 0.0000000 0.0000000 TRUE
2007 type -0.0222842 0.0016350 -13.629154 0.0000000 0.0000000 TRUE
2008 (Intercept) 0.0163905 0.0007699 21.289427 0.0000000 0.0000000 TRUE
2008 WFGM3 0.9942179 0.0004966 2001.937406 0.0000000 0.0000000 TRUE
2008 WFTM 0.6818090 0.0006295 1083.122083 0.0000000 0.0000000 TRUE
2008 WDR 0.0009725 0.0004150 2.343264 0.0191533 0.0487539 TRUE
2008 LFGM3 -0.7116036 0.0200691 -35.457714 0.0000000 0.0000000 TRUE
2008 LFGA3 -0.4057318 0.0428413 -9.470566 0.0000000 0.0000000 TRUE
2008 LFTM -0.5832760 0.0004873 -1196.846933 0.0000000 0.0000000 TRUE
2008 WFGM2 1.0250386 0.0006669 1536.916566 0.0000000 0.0000000 TRUE
2008 LFGM2 -0.6413789 0.0313096 -20.485059 0.0000000 0.0000000 TRUE
2008 LFGA2 -0.4607854 0.0486910 -9.463470 0.0000000 0.0000000 TRUE
2008 type 0.0325517 0.0015366 21.183793 0.0000000 0.0000000 TRUE
2009 (Intercept) 0.0146876 0.0007673 19.142899 0.0000000 0.0000000 TRUE
2009 WFGM3 0.9948322 0.0004969 2001.985299 0.0000000 0.0000000 TRUE
2009 WFTM 0.6814715 0.0006235 1092.927948 0.0000000 0.0000000 TRUE
2009 LFGM3 -0.8552895 0.0201650 -42.414460 0.0000000 0.0000000 TRUE
2009 LFTM -0.5848098 0.0004848 -1206.324655 0.0000000 0.0000000 TRUE
2009 WFGM2 1.0254889 0.0006552 1565.251238 0.0000000 0.0000000 TRUE
2009 LFGM2 -0.8656444 0.0314713 -27.505859 0.0000000 0.0000000 TRUE
2009 type 0.0294726 0.0015328 19.227971 0.0000000 0.0000000 TRUE
2010 (Intercept) -0.0091922 0.0007551 -12.173731 0.0000000 0.0000000 TRUE
2010 WFGM3 0.9933551 0.0004952 2006.079059 0.0000000 0.0000000 TRUE
2010 WFTM 0.6797422 0.0006143 1106.597139 0.0000000 0.0000000 TRUE
2010 LFGM3 -0.9087889 0.0295218 -30.783607 0.0000000 0.0000000 TRUE
2010 LFTM -0.5843324 0.0004630 -1261.923997 0.0000000 0.0000000 TRUE
2010 WFGM2 1.0238249 0.0006567 1559.075669 0.0000000 0.0000000 TRUE
2010 LFGM2 -0.9496719 0.0460861 -20.606476 0.0000000 0.0000000 TRUE
2010 type -0.0182339 0.0015082 -12.090233 0.0000000 0.0000000 TRUE
2011 (Intercept) -0.0082393 0.0007046 -11.693257 0.0000000 0.0000000 TRUE
2011 WFGM3 0.9933520 0.0004698 2114.288236 0.0000000 0.0000000 TRUE
2011 WFTM 0.6812874 0.0005784 1177.848810 0.0000000 0.0000000 TRUE
2011 LFGM3 -0.9695832 0.0182657 -53.082242 0.0000000 0.0000000 TRUE
2011 LFGA3 0.1461855 0.0389990 3.748445 0.0001798 0.0005069 TRUE
2011 LFTM -0.5836819 0.0004483 -1302.127694 0.0000000 0.0000000 TRUE
2011 WFGM2 1.0237943 0.0006158 1662.547247 0.0000000 0.0000000 TRUE
2011 LFGM2 -1.0442615 0.0285015 -36.638830 0.0000000 0.0000000 TRUE
2011 LFGA2 0.1660796 0.0443261 3.746769 0.0001810 0.0005069 TRUE
2011 type -0.0165084 0.0014080 -11.724847 0.0000000 0.0000000 TRUE
2012 WFGM3 0.9940738 0.0004311 2306.009248 0.0000000 0.0000000 TRUE
2012 WFTM 0.6811284 0.0005342 1274.963622 0.0000000 0.0000000 TRUE
2012 LFGM3 -0.4514308 0.0190567 -23.688807 0.0000000 0.0000000 TRUE
2012 LFGA3 -0.9600350 0.0406919 -23.592767 0.0000000 0.0000000 TRUE
2012 LFTM -0.5840275 0.0004191 -1393.581663 0.0000000 0.0000000 TRUE
2012 WFGM2 1.0248518 0.0005603 1829.031044 0.0000000 0.0000000 TRUE
2012 LFGM2 -0.2360660 0.0297346 -7.939110 0.0000000 0.0000000 TRUE
2012 LFGA2 -1.0904076 0.0462460 -23.578412 0.0000000 0.0000000 TRUE
2013 WFGM3 0.9946979 0.0005213 1908.222920 0.0000000 0.0000000 TRUE
2013 WFTM 0.6813790 0.0006444 1057.390921 0.0000000 0.0000000 TRUE
2013 LFGM3 -0.9196471 0.0231615 -39.705779 0.0000000 0.0000000 TRUE
2013 LFTM -0.5845130 0.0005063 -1154.450390 0.0000000 0.0000000 TRUE
2013 WFGM2 1.0251911 0.0006879 1490.347634 0.0000000 0.0000000 TRUE
2013 LFGM2 -0.9656565 0.0361446 -26.716489 0.0000000 0.0000000 TRUE
2014 (Intercept) 0.0073537 0.0007092 10.369116 0.0000000 0.0000000 TRUE
2014 WFGM3 0.9932981 0.0004445 2234.726440 0.0000000 0.0000000 TRUE
2014 WFTM 0.6808714 0.0005587 1218.764632 0.0000000 0.0000000 TRUE
2014 WAst 0.0005565 0.0002163 2.573221 0.0101021 0.0257145 TRUE
2014 LFGM3 -0.9549539 0.0156254 -61.115398 0.0000000 0.0000000 TRUE
2014 LFGA3 0.1136852 0.0333655 3.407263 0.0006610 0.0019352 TRUE
2014 LFTM -0.5842494 0.0004214 -1386.521388 0.0000000 0.0000000 TRUE
2014 WFGM2 1.0240618 0.0005892 1738.107535 0.0000000 0.0000000 TRUE
2014 LFGM2 -1.0206399 0.0243773 -41.868485 0.0000000 0.0000000 TRUE
2014 LFGA2 0.1287565 0.0379249 3.395034 0.0006911 0.0019352 TRUE
2014 type 0.0148095 0.0014026 10.558589 0.0000000 0.0000000 TRUE
2015 (Intercept) -0.0043843 0.0007150 -6.131507 0.0000000 0.0000000 TRUE
2015 WFGM3 0.9941387 0.0004771 2083.924533 0.0000000 0.0000000 TRUE
2015 WFTM 0.6812688 0.0006103 1116.200593 0.0000000 0.0000000 TRUE
2015 LFGM3 -0.7575414 0.0195886 -38.672502 0.0000000 0.0000000 TRUE
2015 LFGA3 -0.3074917 0.0418245 -7.351956 0.0000000 0.0000000 TRUE
2015 LFTM -0.5846749 0.0004624 -1264.420335 0.0000000 0.0000000 TRUE
2015 WFGM2 1.0245183 0.0006338 1616.404527 0.0000000 0.0000000 TRUE
2015 LFGM2 -0.7128470 0.0305657 -23.321805 0.0000000 0.0000000 TRUE
2015 LFGA2 -0.3494288 0.0475375 -7.350591 0.0000000 0.0000000 TRUE
2015 type -0.0092818 0.0014185 -6.543450 0.0000000 0.0000000 TRUE
2016 (Intercept) 0.0076885 0.0007764 9.902669 0.0000000 0.0000000 TRUE
2016 WFGM3 0.9946136 0.0004974 1999.757214 0.0000000 0.0000000 TRUE
2016 WFTM 0.6815914 0.0006343 1074.510996 0.0000000 0.0000000 TRUE
2016 LFGM3 -0.7362679 0.0246919 -29.818184 0.0000000 0.0000000 TRUE
2016 LFGA3 -0.3529242 0.0527339 -6.692543 0.0000000 0.0000000 TRUE
2016 LFTM -0.5856981 0.0004833 -1211.943225 0.0000000 0.0000000 TRUE
2016 LFTA 0.0013036 0.0005182 2.515379 0.0119192 0.0303398 TRUE
2016 WFGM2 1.0250770 0.0006492 1579.045572 0.0000000 0.0000000 TRUE
2016 LFGM2 -0.6801702 0.0385310 -17.652530 0.0000000 0.0000000 TRUE
2016 LFGA2 -0.4009235 0.0599241 -6.690520 0.0000000 0.0000000 TRUE
2016 type 0.0153928 0.0015326 10.043550 0.0000000 0.0000000 TRUE
2017 (Intercept) 0.0030660 0.0006654 4.607825 0.0000042 0.0000117 TRUE
2017 WFGM3 0.9945020 0.0004023 2472.025137 0.0000000 0.0000000 TRUE
2017 WFTM 0.6818550 0.0005326 1280.278002 0.0000000 0.0000000 TRUE
2017 LFGM3 -1.0025374 0.0212616 -47.152570 0.0000000 0.0000000 TRUE
2017 LFGA3 0.2157831 0.0454037 4.752544 0.0000021 0.0000069 TRUE
2017 LFTM -0.5848504 0.0004133 -1415.237706 0.0000000 0.0000000 TRUE
2017 WFGM2 1.0249934 0.0005427 1888.744976 0.0000000 0.0000000 TRUE
2017 LFGM2 -1.0960639 0.0331803 -33.033612 0.0000000 0.0000000 TRUE
2017 LFGA2 0.2454784 0.0515955 4.757748 0.0000020 0.0000069 TRUE
2017 type 0.0062311 0.0013153 4.737593 0.0000022 0.0000069 TRUE
2018 (Intercept) -0.0104418 0.0006092 -17.139339 0.0000000 0.0000000 TRUE
2018 WFGM3 0.9942357 0.0003658 2718.260833 0.0000000 0.0000000 TRUE
2018 WFTM 0.6812737 0.0005000 1362.552678 0.0000000 0.0000000 TRUE
2018 LFGM3 -0.8850966 0.0149062 -59.377763 0.0000000 0.0000000 TRUE
2018 LFTM -0.5837416 0.0003790 -1540.295153 0.0000000 0.0000000 TRUE
2018 WFGM2 1.0239683 0.0004970 2060.226170 0.0000000 0.0000000 TRUE
2018 LFGM2 -0.9122406 0.0232587 -39.221420 0.0000000 0.0000000 TRUE
2018 type -0.0211123 0.0011941 -17.680510 0.0000000 0.0000000 TRUE

Second-Level Analysis

colnames(df_level1_tidy)[2] <- "term_level1"
df_level2_tidy <- df_level1_tidy %>%
  group_by(term_level1) %>%
  do(level2 = lm(estimate ~ Season, .)) %>%
  tidy(level2) %>%
  mutate(p.value.fdr = p.adjust(p.value, "fdr")) %>%
  tidy_lm_add_logical_significance(tidy_df = ., p_values = "p.value.fdr", sig_column_name = "sig.fdr.05") %>%
  tidy_lm_add_r_squared(., n = nrow(df_level1_tidy))

df_level2_tidy %>% nice_tables()
term_level1 term estimate std.error statistic p.value p.value.fdr sig.fdr.05 r.squared adj.r.squared
(Intercept) (Intercept) 0.2103907 1.0544023 0.1995355 0.8447130 0.8447318 FALSE 0.0000893 -0.0021527
(Intercept) Season -0.0001046 0.0005244 -0.1995109 0.8447318 0.8447318 FALSE 0.0000892 -0.0021527
LAst (Intercept) 0.0084316 0.0261374 0.3225865 0.7517755 0.7524150 FALSE 0.0002333 -0.0020084
LAst Season -0.0000042 0.0000130 -0.3217241 0.7524150 0.7524150 FALSE 0.0002320 -0.0020096
LBlk (Intercept) -0.0042874 0.0231012 -0.1855933 0.8554257 0.8580506 FALSE 0.0000772 -0.0021648
LBlk Season 0.0000021 0.0000115 0.1821832 0.8580506 0.8580506 FALSE 0.0000744 -0.0021676
LDR (Intercept) -0.0945103 0.0491284 -1.9237391 0.0749618 0.0750747 FALSE 0.0082294 0.0060057
LDR Season 0.0000470 0.0000244 1.9229029 0.0750747 0.0750747 FALSE 0.0082223 0.0059986
LFGA2 (Intercept) 7.7288174 42.0844059 0.1836504 0.8569211 0.8569211 FALSE 0.0000756 -0.0021664
LFGA2 Season -0.0038993 0.0209323 -0.1862830 0.8548951 0.8569211 FALSE 0.0000778 -0.0021642
LFGA3 (Intercept) 6.7952829 37.0433248 0.1834415 0.8570819 0.8570819 FALSE 0.0000754 -0.0021665
LFGA3 Season -0.0034284 0.0184249 -0.1860752 0.8550550 0.8570819 FALSE 0.0000776 -0.0021644
LFGM2 (Intercept) -5.8671772 27.0831797 -0.2166355 0.8316174 0.8561567 FALSE 0.0001052 -0.0021367
LFGM2 Season 0.0024873 0.0134708 0.1846435 0.8561567 0.8561567 FALSE 0.0000764 -0.0021655
LFGM3 (Intercept) -4.0592916 17.3521897 -0.2339354 0.8184214 0.8561746 FALSE 0.0001227 -0.0021192
LFGM3 Season 0.0015934 0.0086308 0.1846201 0.8561746 0.8561746 FALSE 0.0000764 -0.0021656
LFTA (Intercept) -0.0426205 0.0668528 -0.6375274 0.5340697 0.5354546 FALSE 0.0009105 -0.0013296
LFTA Season 0.0000211 0.0000333 0.6353389 0.5354546 0.5354546 FALSE 0.0009042 -0.0013359
LFTM (Intercept) -0.4991958 0.0695046 -7.1821955 0.0000047 0.0000094 TRUE 0.1036688 0.1016591
LFTM Season -0.0000423 0.0000346 -1.2241799 0.2410865 0.2410865 FALSE 0.0033489 0.0011142
LOR (Intercept) 0.0159107 0.0184528 0.8622368 0.4030855 0.4045526 FALSE 0.0016642 -0.0005743
LOR Season -0.0000079 0.0000092 -0.8594807 0.4045526 0.4045526 FALSE 0.0016536 -0.0005849
LPF (Intercept) -0.0699840 0.0497673 -1.4062238 0.1814642 0.1823204 FALSE 0.0044142 0.0021820
LPF Season 0.0000347 0.0000248 1.4032870 0.1823204 0.1823204 FALSE 0.0043959 0.0021636
LStl (Intercept) 0.0220747 0.0245896 0.8977248 0.3845111 0.3845111 FALSE 0.0018037 -0.0004344
LStl Season -0.0000110 0.0000122 -0.8987833 0.3839661 0.3845111 FALSE 0.0018080 -0.0004301
LTO (Intercept) 0.0476990 0.0551710 0.8645674 0.4018476 0.4054668 FALSE 0.0016732 -0.0005652
LTO Season -0.0000235 0.0000274 -0.8577667 0.4054668 0.4054668 FALSE 0.0016470 -0.0005915
type (Intercept) 0.4636173 2.1122915 0.2194855 0.8294398 0.8294691 FALSE 0.0001080 -0.0021339
type Season -0.0002306 0.0010506 -0.2194471 0.8294691 0.8294691 FALSE 0.0001080 -0.0021339
WAst (Intercept) 0.0099025 0.0283456 0.3493476 0.7320273 0.7386317 FALSE 0.0002736 -0.0019680
WAst Season -0.0000048 0.0000141 -0.3403693 0.7386317 0.7386317 FALSE 0.0002597 -0.0019819
WBlk (Intercept) -0.0078183 0.0169805 -0.4604258 0.6522808 0.6530994 FALSE 0.0004751 -0.0017660
WBlk Season 0.0000039 0.0000084 0.4592571 0.6530994 0.6530994 FALSE 0.0004727 -0.0017684
WDR (Intercept) 0.0814491 0.0405978 2.0062440 0.0645487 0.0662917 FALSE 0.0089440 0.0067219
WDR Season -0.0000402 0.0000202 -1.9916248 0.0662917 0.0662917 FALSE 0.0088153 0.0065929
WFGA2 (Intercept) 0.0257212 0.1002013 0.2566955 0.8011477 0.8011477 FALSE 0.0001477 -0.0020941
WFGA2 Season -0.0000131 0.0000498 -0.2625300 0.7967366 0.8011477 FALSE 0.0001545 -0.0020873
WFGA3 (Intercept) 0.0481592 0.0735195 0.6550542 0.5230509 0.5230509 FALSE 0.0009612 -0.0012788
WFGA3 Season -0.0000242 0.0000366 -0.6622916 0.5185389 0.5230509 FALSE 0.0009825 -0.0012574
WFGM2 (Intercept) 0.9541225 0.0672222 14.1935522 0.0000000 0.0000000 TRUE 0.3111511 0.3096066
WFGM2 Season 0.0000350 0.0000334 1.0458206 0.3133656 0.3133656 FALSE 0.0024463 0.0002097
WFGM3 (Intercept) 0.8976138 0.0527406 17.0193934 0.0000000 0.0000000 TRUE 0.3937415 0.3923821
WFGM3 Season 0.0000479 0.0000262 1.8270260 0.0890880 0.0890880 FALSE 0.0074288 0.0052033
WFTA (Intercept) 0.1759447 0.0517373 3.4007326 0.0043066 0.0043066 TRUE 0.0252751 0.0230896
WFTA Season -0.0000877 0.0000257 -3.4075555 0.0042486 0.0043066 TRUE 0.0253740 0.0231887
WFTM (Intercept) 0.5167625 0.0634495 8.1444659 0.0000011 0.0000022 TRUE 0.1294713 0.1275194
WFTM Season 0.0000817 0.0000316 2.5881104 0.0214682 0.0214682 TRUE 0.0147964 0.0125874
WOR (Intercept) -0.0268581 0.0593247 -0.4527312 0.6576788 0.6576788 FALSE 0.0004594 -0.0017818
WOR Season 0.0000135 0.0000295 0.4587550 0.6534512 0.6576788 FALSE 0.0004717 -0.0017694
WPF (Intercept) -0.0046830 0.0349191 -0.1341100 0.8952244 0.8970874 FALSE 0.0000403 -0.0022017
WPF Season 0.0000023 0.0000174 0.1317104 0.8970874 0.8970874 FALSE 0.0000389 -0.0022032
WStl (Intercept) 0.0242359 0.0297142 0.8156312 0.4283702 0.4283702 FALSE 0.0014894 -0.0007494
WStl Season -0.0000121 0.0000148 -0.8163197 0.4279893 0.4283702 FALSE 0.0014919 -0.0007469
WTO (Intercept) -0.0664736 0.0374461 -1.7751840 0.0976023 0.0991073 FALSE 0.0070161 0.0047897
WTO Season 0.0000329 0.0000186 1.7664410 0.0991073 0.0991073 FALSE 0.0069476 0.0047210

Significant Only

df_level2_tidy %>% 
  filter(sig.fdr.05 == TRUE) %>% 
  nice_tables()
term_level1 term estimate std.error statistic p.value p.value.fdr sig.fdr.05 r.squared adj.r.squared
LFTM (Intercept) -0.4991958 0.0695046 -7.182195 0.0000047 0.0000094 TRUE 0.1036688 0.1016591
WFGM2 (Intercept) 0.9541225 0.0672222 14.193552 0.0000000 0.0000000 TRUE 0.3111511 0.3096066
WFGM3 (Intercept) 0.8976138 0.0527406 17.019393 0.0000000 0.0000000 TRUE 0.3937415 0.3923821
WFTA (Intercept) 0.1759447 0.0517373 3.400733 0.0043066 0.0043066 TRUE 0.0252751 0.0230896
WFTA Season -0.0000877 0.0000257 -3.407555 0.0042486 0.0043066 TRUE 0.0253740 0.0231887
WFTM (Intercept) 0.5167625 0.0634495 8.144466 0.0000011 0.0000022 TRUE 0.1294713 0.1275194
WFTM Season 0.0000817 0.0000316 2.588110 0.0214682 0.0214682 TRUE 0.0147964 0.0125874